premise string | hypothesis string | label int64 |
|---|---|---|
| | Dist | StaffCost | TravelCost | CO2 | CarUse |
| --- | --- | --- | --- | --- | --- |
| Lon-1 | 204.64:206.93 | 841:974.67 | 82.54:85.79 | 133.83:163.75 | 0:0.25 |
| Lon-2 | 223.3:231.02 | 870.67:1014.67 | 89.71:103.04 | 148.94:192.85 | 0.06:0.33 |
| Lon-4 | 225.37:244.09 | 904.33:1276 | 94.63:116.74 | 158.77:194.59 | 0.04:0.33 | | | Lon-8 | 230.8:230.34 | 967.33:1376.67 | 103.5:140.1 | 159.07:240.54 | 0.04:0.35 |
| --- | --- | --- | --- | --- | --- |
| Lon-Rnd | 244.91:259.11 | 944:1140.33 | 99.48:107.4 | 155.17:216.53 | 0.04:0.33 |
| | | | | | |
| Blon-1 | 698.48:619.15 | 1987:2182.33 | 222.63:207.17 | 527.27:506.02 | 0.04:0.25 |
| Blon-2 | 729.21:644.07 | 2107.67:2385.67 | 244.54:243.55 | 584.99:581.16 | 0.07:0.32 |
| Blon-4 | 708.25:722.53 | 2183.33:2545.67 | 267.85:272.34 | 584.19:637.26 | 0.08:0.33 |
| Blon-8 | 688.94:658.52 | 2209:2772 | 272.22:311.52 | 586.81:637.5 | 0.08:0.38 |
| Blon-rnd | 730.3:666.29 | 2256:2717.67 | 251.31:263.1 | 580.16:602.47 | 0.09:0.36 | | 1 |
| | Dist | StaffCost | TravelCost | CO2 | CarUse |
| --- | --- | --- | --- | --- | --- |
| Lon-1 | 204.64:206.93 | 841:974.67 | 82.54:85.79 | 133.83:163.75 | 0:0.25 |
| Lon-2 | 223.3:231.02 | 870.67:1014.67 | 89.71:103.04 | 148.94:192.85 | 0.06:0.33 |
| Lon-4 | 225.37:244.09 | 904.33:1276 | 94.63:116.74 | 158.77:194.59 | 0.04:0.33 | | | Effect | R1 | R2 | R3 | R4 | R5 | R6 | R7 | R8 | R9 | R10 | Avg | STD |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | | | |
| eτ | -170.40 | -146.54 | -83.92 | -55.00 | -131.83 | -6.05 | -128.09 | -110.66 | -184.81 | -152.86 | -117.02 | 55.01 |
| eτ | 165.32 | 160.08 | 95.83 | 71.21 | 149.41 | 8.11 | 133.20 | 111.97 | 167.79 | 160.23 | 122.31 | 51.75 |
| eN | 1.78 | 15.84 | -9.18 | 6.22 | 6.74 | 3.40 | -13.50 | 0.35 | -14.64 | -17.58 | -2.06 | 11.04 |
| | | | | | | | | | | | | |
| eτ | -122.99 | -165.55 | -144.34 | -64.94 | -168.15 | -8.09 | -154.27 | -170.61 | -189.59 | -187.66 | -137.62 | 58.31 |
| eτ | 142.72 | 177.17 | 154.10 | 77.45 | 186.62 | 24.03 | 164.25 | 172.21 | 171.13 | 172.02 | 144.17 | 52.25 |
| eN | 42.90 | 1.75 | 12.81 | 19.08 | 8.50 | -1.08 | -0.29 | -12.17 | 25.41 | -15.03 | 8.19 | 17.62 |
| | | | | | | | | | | | | |
| eτ | -151.65 | -140.59 | -132.44 | -35.97 | -166.98 | -7.63 | -159.37 | -171.89 | -194.38 | -163.85 | -132.47 | 61.12 |
| eτ | 157.63 | 152.23 | 147.97 | 38.06 | 176.90 | 16.03 | 175.96 | 163.48 | 171.95 | 174.82 | 137.50 | 59.31 |
| eN | 2.27 | 22.60 | 15.16 | 14.70 | 21.23 | 4.64 | 5.73 | 10.22 | 20.50 | 8.15 | 12.52 | 7.38 | | 0 |
| | Dist | StaffCost | TravelCost | CO2 | CarUse |
| --- | --- | --- | --- | --- | --- |
| Lon-1 | 204.64:206.93 | 841:974.67 | 82.54:85.79 | 133.83:163.75 | 0:0.25 |
| Lon-2 | 223.3:231.02 | 870.67:1014.67 | 89.71:103.04 | 148.94:192.85 | 0.06:0.33 |
| Lon-4 | 225.37:244.09 | 904.33:1276 | 94.63:116.74 | 158.77:194.59 | 0.04:0.33 |
| Lon-8 | 230.8:230.34 | 967.33:1376.67 | 103.5:140.1 | 159.07:240.54 | 0.04:0.35 |
| Lon-Rnd | 244.91:259.11 | 944:1140.33 | 99.48:107.4 | 155.17:216.53 | 0.04:0.33 | | | | | | | | |
| --- | --- | --- | --- | --- | --- |
| Blon-1 | 698.48:619.15 | 1987:2182.33 | 222.63:207.17 | 527.27:506.02 | 0.04:0.25 |
| Blon-2 | 729.21:644.07 | 2107.67:2385.67 | 244.54:243.55 | 584.99:581.16 | 0.07:0.32 |
| Blon-4 | 708.25:722.53 | 2183.33:2545.67 | 267.85:272.34 | 584.19:637.26 | 0.08:0.33 |
| Blon-8 | 688.94:658.52 | 2209:2772 | 272.22:311.52 | 586.81:637.5 | 0.08:0.38 |
| Blon-rnd | 730.3:666.29 | 2256:2717.67 | 251.31:263.1 | 580.16:602.47 | 0.09:0.36 | | 1 |
| | Dist | StaffCost | TravelCost | CO2 | CarUse |
| --- | --- | --- | --- | --- | --- |
| Lon-1 | 204.64:206.93 | 841:974.67 | 82.54:85.79 | 133.83:163.75 | 0:0.25 |
| Lon-2 | 223.3:231.02 | 870.67:1014.67 | 89.71:103.04 | 148.94:192.85 | 0.06:0.33 |
| Lon-4 | 225.37:244.09 | 904.33:1276 | 94.63:116.74 | 158.77:194.59 | 0.04:0.33 |
| Lon-8 | 230.8:230.34 | 967.33:1376.67 | 103.5:140.1 | 159.07:240.54 | 0.04:0.35 |
| Lon-Rnd | 244.91:259.11 | 944:1140.33 | 99.48:107.4 | 155.17:216.53 | 0.04:0.33 | | | eτ | 142.72 | 177.17 | 154.10 | 77.45 | 186.62 | 24.03 | 164.25 | 172.21 | 171.13 | 172.02 | 144.17 | 52.25 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| eN | 42.90 | 1.75 | 12.81 | 19.08 | 8.50 | -1.08 | -0.29 | -12.17 | 25.41 | -15.03 | 8.19 | 17.62 |
| | | | | | | | | | | | | |
| eτ | -151.65 | -140.59 | -132.44 | -35.97 | -166.98 | -7.63 | -159.37 | -171.89 | -194.38 | -163.85 | -132.47 | 61.12 |
| eτ | 157.63 | 152.23 | 147.97 | 38.06 | 176.90 | 16.03 | 175.96 | 163.48 | 171.95 | 174.82 | 137.50 | 59.31 |
| eN | 2.27 | 22.60 | 15.16 | 14.70 | 21.23 | 4.64 | 5.73 | 10.22 | 20.50 | 8.15 | 12.52 | 7.38 | | 0 |
| | Range | Description |
| --- | --- | --- |
| K | [5·10,10,10,10] | Sizeofkeydomain |
| z | [0,...,0.85,...,1.0] | Distributionskewness |
| f | [0,...,1.0,...,2.0] | Fluctuationrate |
| θmax | [0,...,0.08,...,1.0] | Toleranceonloadimbalance |
| β | [1,...,1.5,...,2.0] | Migrationselectionfactor | | | r | [0,1,2,3,4,5,6,7,8] | Levelpartitiondistance |
| --- | --- | --- |
| w | [1,5,10,15,20] | Timeinterval |
| ND | [1,5,10,15,20,...,40] | Numberoftaskinstances |
| NA | [0,...,3·10,...,5·10] | Sizeoftheroutingtable | | 1 |
| | Range | Description |
| --- | --- | --- |
| K | [5·10,10,10,10] | Sizeofkeydomain |
| z | [0,...,0.85,...,1.0] | Distributionskewness |
| f | [0,...,1.0,...,2.0] | Fluctuationrate |
| θmax | [0,...,0.08,...,1.0] | Toleranceonloadimbalance |
| β | [1,...,1.5,...,2.0] | Migrationselectionfactor | | | Method | 1500 | 5000 | 20000 | 80000 |
| --- | --- | --- | --- | --- |
| DC | (0.0553,0.2692) | (0.0286,0.1292) | (0.0144,0.0738) | (0.0072,0.0401) |
| HF | (0.0881,0.9840) | (0.0473,0.5649) | (0.0210,0.5558) | (0.0093,0.5570) |
| BD | (0.1333,1.307) | (0.0781,1.285) | (0.0445,1.482) | (0.0277,1.324) |
| (d,d)2∞ | | | | |
| DC | 0.096 | 0.584 | 3.11 | 24.5 |
| HF | 0.987 | 3.14 | 12.0 | 47.3 |
| BD | 74.2 | 227 | 940 | 4204 |
| timing(sec) | | | | | | 0 |
| | Range | Description |
| --- | --- | --- |
| K | [5·10,10,10,10] | Sizeofkeydomain |
| z | [0,...,0.85,...,1.0] | Distributionskewness | | | f | [0,...,1.0,...,2.0] | Fluctuationrate |
| --- | --- | --- |
| θmax | [0,...,0.08,...,1.0] | Toleranceonloadimbalance |
| β | [1,...,1.5,...,2.0] | Migrationselectionfactor |
| r | [0,1,2,3,4,5,6,7,8] | Levelpartitiondistance |
| w | [1,5,10,15,20] | Timeinterval |
| ND | [1,5,10,15,20,...,40] | Numberoftaskinstances |
| NA | [0,...,3·10,...,5·10] | Sizeoftheroutingtable | | 1 |
| | Range | Description |
| --- | --- | --- |
| K | [5·10,10,10,10] | Sizeofkeydomain |
| z | [0,...,0.85,...,1.0] | Distributionskewness | | | BD | (0.1333,1.307) | (0.0781,1.285) | (0.0445,1.482) | (0.0277,1.324) |
| --- | --- | --- | --- | --- |
| (d,d)2∞ | | | | |
| DC | 0.096 | 0.584 | 3.11 | 24.5 |
| HF | 0.987 | 3.14 | 12.0 | 47.3 |
| BD | 74.2 | 227 | 940 | 4204 |
| timing(sec) | | | | | | 0 |
| Test-Case |
| --- |
| CPU-Internal |
| CPU-External | | | IO-Internal |
| --- |
| IO-External |
| Memory-Internal | | 1 |
| Test-Case |
| --- |
| CPU-Internal |
| CPU-External | | | | L1D | L1I | L2 | L3 |
| --- | --- | --- | --- | --- |
| Type | WB | WB | WB | MESICoherent |
| Size | 32KB | 32KB | 256KB | 12MB |
| LineSize | 64 | 64 | 64 | 64 |
| Associative | 8 | 4 | 8 | 16 |
| Latency | 4 | 2 | 6 | 27 |
| ReadPorts | 2 | 2 | 2 | 2 |
| WritePorts | 1 | 1 | 2 | 2 |
| Prefetcher | None | None | Testing | None | | 0 |
| Test-Case |
| --- |
| CPU-Internal |
| CPU-External | | | IO-Internal |
| --- |
| IO-External |
| Memory-Internal | | 1 |
| Test-Case |
| --- |
| CPU-Internal |
| CPU-External | | | Size | 32KB | 32KB | 256KB | 12MB |
| --- | --- | --- | --- | --- |
| LineSize | 64 | 64 | 64 | 64 |
| Associative | 8 | 4 | 8 | 16 |
| Latency | 4 | 2 | 6 | 27 |
| ReadPorts | 2 | 2 | 2 | 2 |
| WritePorts | 1 | 1 | 2 | 2 |
| Prefetcher | None | None | Testing | None | | 0 |
| 318739 | 472 | 138 | 7 | 16 |
| --- | --- | --- | --- | --- |
| 229 | 32090 | 217 | 0 | 9 |
| 33 | 115 | 885 | 0 | 16 |
| 0 | 0 | 0 | 5 | 0 | | | 5 | 23 | 26 | 0 | 3128 |
| --- | --- | --- | --- | --- |
| 11 | 32 | 0 | 0 | 0 | | 1 |
| 318739 | 472 | 138 | 7 | 16 |
| --- | --- | --- | --- | --- |
| 229 | 32090 | 217 | 0 | 9 |
| 33 | 115 | 885 | 0 | 16 |
| 0 | 0 | 0 | 5 | 0 | | | 449 | 144 |
| --- | --- |
| 457 | 162 |
| 434 | 158 |
| 541 | 184 |
| 615 | 245 |
| 585 | 233 |
| 217 | 99 |
| 236 | 110 |
| 285 | 155 |
| 120 | 57 |
| 112 | 52 |
| 190 | 105 |
| 57 | 10 |
| 67 | 24 |
| 346 | 212 |
| 123 | 43 |
| 95 | 57 |
| 119 | 86 |
| 310 | 212 |
| 110 | 85 |
| 160 | 111 |
| 40 | 6 |
| 116 | 84 |
| 76 | 47 | | 0 |
| 318739 | 472 | 138 | 7 | 16 |
| --- | --- | --- | --- | --- |
| 229 | 32090 | 217 | 0 | 9 |
| 33 | 115 | 885 | 0 | 16 | | | 0 | 0 | 0 | 5 | 0 |
| --- | --- | --- | --- | --- |
| 5 | 23 | 26 | 0 | 3128 |
| 11 | 32 | 0 | 0 | 0 | | 1 |
| 318739 | 472 | 138 | 7 | 16 |
| --- | --- | --- | --- | --- |
| 229 | 32090 | 217 | 0 | 9 |
| 33 | 115 | 885 | 0 | 16 | | | 160 | 111 |
| --- | --- |
| 40 | 6 |
| 116 | 84 |
| 76 | 47 | | 0 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames | | | π | 1in5 | Commoninmath |
| --- | --- | --- |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 1 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames | | | Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames | | | π | 1in5 | Commoninmath |
| --- | --- | --- |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 1 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames | | | $ | 4in5 | Usedinbusiness |
| --- | --- | --- |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| CommonData | | | |
| --- | --- | --- | --- |
| | Mean | Min | Max |
| Key | 0.84 | 0.19 | 1.4 |
| AccessTree | 0.18 | 0.03 | 0.63 |
| EncryptedDistance | 0.56 | 0.41 | 0.65 |
| DataofPIC-sfv | | | |
| EncryptedSIFT-Vec | 64 | 62.8 | 65.1 |
| DataofPIC-wfv | | | | | | | Mean | Min | Max |
| --- | --- | --- | --- |
| EncryptedFreq-Vec | 580 | 578.9 | 581.2 | | 1 |
| CommonData | | | |
| --- | --- | --- | --- |
| | Mean | Min | Max |
| Key | 0.84 | 0.19 | 1.4 |
| AccessTree | 0.18 | 0.03 | 0.63 |
| EncryptedDistance | 0.56 | 0.41 | 0.65 |
| DataofPIC-sfv | | | |
| EncryptedSIFT-Vec | 64 | 62.8 | 65.1 |
| DataofPIC-wfv | | | | | | CommonOperations | | | |
| --- | --- | --- | --- |
| | Mean | Min | Max |
| FeatureExtract | 8.7 | 1.56 | 12.03 |
| ParameterInit | 0.002 | 0.002 | 0.003 |
| MasterKeyGen | ¡0.001 | ¡0.001 | ¡0.001 |
| KA&CSKeysGen | 0.001 | 0.001 | 0.001 |
| TripleKeysGen | 0.002 | 0.002 | 0.003 |
| AccessTreeGen | ¡0.001 | ¡0.001 | ¡0.001 |
| DecryptDistance | ¡0.001 | ¡0.001 | ¡0.001 |
| OperationsofPIC-sfv | | | |
| EncryptOneSIFT-Vec | 0.034 | 0.03 | 0.047 |
| KeyModification(perSIFT-Vec) | 0.052 | 0.048 | 0.063 |
| HomomorphicEuclideanDistance | 0.031 | 0.029 | 0.033 |
| OperationofPIC-wfv | | | |
| | Mean | Min | Max |
| Freq-VecGen | 0.70 | 0.005 | 3.84 |
| EncryptOneFreq-Vec | 1.93 | 1.59 | 2.67 |
| KeyModification(perFreq-Vec) | 0.29 | 0.25 | 0.85 |
| HomomorphicDotProduct | 0.20 | 0.18 | 0.33 | | 0 |
| CommonData | | | |
| --- | --- | --- | --- |
| | Mean | Min | Max |
| Key | 0.84 | 0.19 | 1.4 |
| AccessTree | 0.18 | 0.03 | 0.63 |
| EncryptedDistance | 0.56 | 0.41 | 0.65 | | | DataofPIC-sfv | | | |
| --- | --- | --- | --- |
| EncryptedSIFT-Vec | 64 | 62.8 | 65.1 |
| DataofPIC-wfv | | | |
| | Mean | Min | Max |
| EncryptedFreq-Vec | 580 | 578.9 | 581.2 | | 1 |
| CommonData | | | |
| --- | --- | --- | --- |
| | Mean | Min | Max |
| Key | 0.84 | 0.19 | 1.4 |
| AccessTree | 0.18 | 0.03 | 0.63 |
| EncryptedDistance | 0.56 | 0.41 | 0.65 | | | AccessTreeGen | ¡0.001 | ¡0.001 | ¡0.001 |
| --- | --- | --- | --- |
| DecryptDistance | ¡0.001 | ¡0.001 | ¡0.001 |
| OperationsofPIC-sfv | | | |
| EncryptOneSIFT-Vec | 0.034 | 0.03 | 0.047 |
| KeyModification(perSIFT-Vec) | 0.052 | 0.048 | 0.063 |
| HomomorphicEuclideanDistance | 0.031 | 0.029 | 0.033 |
| OperationofPIC-wfv | | | |
| | Mean | Min | Max |
| Freq-VecGen | 0.70 | 0.005 | 3.84 |
| EncryptOneFreq-Vec | 1.93 | 1.59 | 2.67 |
| KeyModification(perFreq-Vec) | 0.29 | 0.25 | 0.85 |
| HomomorphicDotProduct | 0.20 | 0.18 | 0.33 | | 0 |
| DataStructure | Quantity |
| --- | --- |
| WriteBuffer | 1 |
| SecondaryLogBuffers | N |
| VersionBuffers | N |
| PooledBuffersforSecondaryLogs | 8∗8MB+32∗1MB+64∗0.5MB |
| PooledRead/WriteBuffersforVersionLogs | 2 |
| PooledBufferforReorganization | 1 |
| PooledBuffersforRecovery | 5 |
| RangeSizesHashTable | 1 | | | RangeBuffersHashTable | 1 |
| --- | --- |
| VersionHashTableforReorganization | 1 | | 1 |
| DataStructure | Quantity |
| --- | --- |
| WriteBuffer | 1 |
| SecondaryLogBuffers | N |
| VersionBuffers | N |
| PooledBuffersforSecondaryLogs | 8∗8MB+32∗1MB+64∗0.5MB |
| PooledRead/WriteBuffersforVersionLogs | 2 |
| PooledBufferforReorganization | 1 |
| PooledBuffersforRecovery | 5 |
| RangeSizesHashTable | 1 | | | Dataset | No.of<br>Pages | No.of<br>SFAs | Sizeas: | |
| --- | --- | --- | --- | --- |
| SFAs | Text | | | |
| Cong.Acts(CA) | 38 | 1590 | 533MB | 90kB |
| EnglishLit.(LT) | 32 | 1211 | 524MB | 78kB |
| DBPapers(DB) | 16 | 627 | 359MB | 54kB | | 0 |
| DataStructure | Quantity |
| --- | --- |
| WriteBuffer | 1 |
| SecondaryLogBuffers | N | | | VersionBuffers | N |
| --- | --- |
| PooledBuffersforSecondaryLogs | 8∗8MB+32∗1MB+64∗0.5MB |
| PooledRead/WriteBuffersforVersionLogs | 2 |
| PooledBufferforReorganization | 1 |
| PooledBuffersforRecovery | 5 |
| RangeSizesHashTable | 1 |
| RangeBuffersHashTable | 1 |
| VersionHashTableforReorganization | 1 | | 1 |
| DataStructure | Quantity |
| --- | --- |
| WriteBuffer | 1 |
| SecondaryLogBuffers | N | | | EnglishLit.(LT) | 32 | 1211 | 524MB | 78kB |
| --- | --- | --- | --- | --- |
| DBPapers(DB) | 16 | 627 | 359MB | 54kB | | 0 |
| L2Cache<br>Technology | Area<br>2<br>(mm) | RL<br>(ns) | WL<br>(ns) | RE<br>(nJ) | WE<br>(nJ) | LP<br>(mW) |
| --- | --- | --- | --- | --- | --- | --- |
| 512KB<br>SRAM | 1.410 | 1.277 | 1.277 | 0.293 | 0.293 | 1753.444 | | | 1MBeDRAM | 0.745 | 1.072 | 1.022 | 0.289 | 0.424 | 337.329 |
| --- | --- | --- | --- | --- | --- | --- |
| 1MBSTT-RAM | 0.526 | 1.340 | 10.218 | 0.280 | 0.654 | 212.022 |
| 512KBLRSC | 0.243 | 1.260 | 2.153 | 0.233 | 0.269 | 104.797 |
| 512KBHRSC | 0.357 | 1.261 | 10.153 | 0.233 | 0.601 | 114.915 | | 1 |
| L2Cache<br>Technology | Area<br>2<br>(mm) | RL<br>(ns) | WL<br>(ns) | RE<br>(nJ) | WE<br>(nJ) | LP<br>(mW) |
| --- | --- | --- | --- | --- | --- | --- |
| 512KB<br>SRAM | 1.410 | 1.277 | 1.277 | 0.293 | 0.293 | 1753.444 | | | AppName | min | ave | max |
| --- | --- | --- | --- |
| namd2 | -7<br>1.61x10 | -5<br>4.45x10 | -3<br>1.01x10 |
| lmpstampede | 1.36x10 | 6.60x10 | 9.53x10 |
| vaspncl | 1.43x10 | 6.56x10 | 2.86x10 |
| cosmomc | 2.34x10 | 5.61x10 | 4.84x10 |
| charmm | 1.42x10 | 9.32x10 | 7.34x10 |
| nwchem | 1.01x10 | 7.06x10 | 1.80x10 |
| fvcom | 3.36x10 | 2.17x10 | 2.27x10 |
| mdrunmpi | 1.66x10 | 8.18x10 | 1.08x10 |
| siesta | 1.47x10 | 9.81x10 | 5.29x10 | | 0 |
| L2Cache<br>Technology | Area<br>2<br>(mm) | RL<br>(ns) | WL<br>(ns) | RE<br>(nJ) | WE<br>(nJ) | LP<br>(mW) |
| --- | --- | --- | --- | --- | --- | --- |
| 512KB<br>SRAM | 1.410 | 1.277 | 1.277 | 0.293 | 0.293 | 1753.444 |
| 1MBeDRAM | 0.745 | 1.072 | 1.022 | 0.289 | 0.424 | 337.329 |
| 1MBSTT-RAM | 0.526 | 1.340 | 10.218 | 0.280 | 0.654 | 212.022 | | | 512KBLRSC | 0.243 | 1.260 | 2.153 | 0.233 | 0.269 | 104.797 |
| --- | --- | --- | --- | --- | --- | --- |
| 512KBHRSC | 0.357 | 1.261 | 10.153 | 0.233 | 0.601 | 114.915 | | 1 |
| L2Cache<br>Technology | Area<br>2<br>(mm) | RL<br>(ns) | WL<br>(ns) | RE<br>(nJ) | WE<br>(nJ) | LP<br>(mW) |
| --- | --- | --- | --- | --- | --- | --- |
| 512KB<br>SRAM | 1.410 | 1.277 | 1.277 | 0.293 | 0.293 | 1753.444 |
| 1MBeDRAM | 0.745 | 1.072 | 1.022 | 0.289 | 0.424 | 337.329 |
| 1MBSTT-RAM | 0.526 | 1.340 | 10.218 | 0.280 | 0.654 | 212.022 | | | mdrunmpi | 1.66x10 | 8.18x10 | 1.08x10 |
| --- | --- | --- | --- |
| siesta | 1.47x10 | 9.81x10 | 5.29x10 | | 0 |
| Method | T | UL | LL | UA | LA | H | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Ours-Imagenet | 83.5 | 54.0 | 46.8 | 34.1 | 16.8 | 54.3 | 48.3 |
| CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| Alexnet | 76.9 | 47.8 | 41.8 | 26.7 | 11.2 | 42.4 | 41.1 |
| Ours-Scratch | 67.0 | 38.6 | 34.9 | 20.5 | 9.8 | 35.1 | 34.3 |
| Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 | | | GroundTruth | 93.7 | 78.8 | 74.9 | 58.7 | 36.4 | 72.4 | 69.2 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| P.Machines | 93.1 | 83.6 | 76.8 | 68.1 | 42.2 | 85.4 | 72.0 | | 1 |
| Method | T | UL | LL | UA | LA | H | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Ours-Imagenet | 83.5 | 54.0 | 46.8 | 34.1 | 16.8 | 54.3 | 48.3 |
| CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| Alexnet | 76.9 | 47.8 | 41.8 | 26.7 | 11.2 | 42.4 | 41.1 |
| Ours-Scratch | 67.0 | 38.6 | 34.9 | 20.5 | 9.8 | 35.1 | 34.3 |
| Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 | | | Method | T | UL | LL | UA | LA | H | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| OursImagenet | 81.3 | 54.6 | 48.8 | 36.1 | 19.1 | 56.9 | 50.0 |
| CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| VGG-S | 82.0 | 48.2 | 41.8 | 32.4 | 15.8 | 53.6 | 47.0 |
| OursScratch | 73.0 | 45.1 | 41.6 | 26.2 | 12.2 | 44.4 | 43.0 |
| Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 |
| GroundTruth | 93.7 | 78.8 | 74.9 | 58.7 | 36.4 | 72.4 | 69.2 |
| Chuetal. | 98.4 | 95.0 | 92.8 | 88.5 | 81.2 | 95.7 | 90.9 | | 0 |
| Method | T | UL | LL | UA | LA | H | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Ours-Imagenet | 83.5 | 54.0 | 46.8 | 34.1 | 16.8 | 54.3 | 48.3 |
| CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| Alexnet | 76.9 | 47.8 | 41.8 | 26.7 | 11.2 | 42.4 | 41.1 |
| Ours-Scratch | 67.0 | 38.6 | 34.9 | 20.5 | 9.8 | 35.1 | 34.3 | | | Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| GroundTruth | 93.7 | 78.8 | 74.9 | 58.7 | 36.4 | 72.4 | 69.2 |
| P.Machines | 93.1 | 83.6 | 76.8 | 68.1 | 42.2 | 85.4 | 72.0 | | 1 |
| Method | T | UL | LL | UA | LA | H | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Ours-Imagenet | 83.5 | 54.0 | 46.8 | 34.1 | 16.8 | 54.3 | 48.3 |
| CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| Alexnet | 76.9 | 47.8 | 41.8 | 26.7 | 11.2 | 42.4 | 41.1 |
| Ours-Scratch | 67.0 | 38.6 | 34.9 | 20.5 | 9.8 | 35.1 | 34.3 | | | CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| VGG-S | 82.0 | 48.2 | 41.8 | 32.4 | 15.8 | 53.6 | 47.0 |
| OursScratch | 73.0 | 45.1 | 41.6 | 26.2 | 12.2 | 44.4 | 43.0 |
| Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 |
| GroundTruth | 93.7 | 78.8 | 74.9 | 58.7 | 36.4 | 72.4 | 69.2 |
| Chuetal. | 98.4 | 95.0 | 92.8 | 88.5 | 81.2 | 95.7 | 90.9 | | 0 |
| | Axioms |
| --- | --- |
| ConditionalValueatRisk(CVaR) | A1–A6 | | | ExpectedCost | A1–A6 |
| --- | --- |
| Worstcase | A1–A6 |
| Mean–Variance | A6 |
| Entropicrisk | A1,A2,A6 |
| ValueatRisk(VaR) | A1–A3,A5,A6 |
| Standardsemi-deviation | A1–A4,A6 | | 1 |
| | Axioms |
| --- | --- |
| ConditionalValueatRisk(CVaR) | A1–A6 | | | Axon | meanvalue[mA] | standarddeviation[mA] |
| --- | --- | --- |
| 1 | 0.14 | 0.01 |
| 2 | 0.56 | 0.06 |
| 3 | 1.44 | 0.15 |
| 4 | 2.97 | 0.31 |
| 5 | 5.30 | 0.56 |
| 6 | 8.65 | 0.91 |
| 7 | 13.20 | 1.39 |
| 8 | 19.15 | 2.02 |
| 9 | 26.67 | 2.81 |
| 10 | 36.06 | 3.80 | | 0 |
| | Axioms |
| --- | --- |
| ConditionalValueatRisk(CVaR) | A1–A6 |
| ExpectedCost | A1–A6 |
| Worstcase | A1–A6 | | | Mean–Variance | A6 |
| --- | --- |
| Entropicrisk | A1,A2,A6 |
| ValueatRisk(VaR) | A1–A3,A5,A6 |
| Standardsemi-deviation | A1–A4,A6 | | 1 |
| | Axioms |
| --- | --- |
| ConditionalValueatRisk(CVaR) | A1–A6 |
| ExpectedCost | A1–A6 |
| Worstcase | A1–A6 | | | 7 | 13.20 | 1.39 |
| --- | --- | --- |
| 8 | 19.15 | 2.02 |
| 9 | 26.67 | 2.81 |
| 10 | 36.06 | 3.80 | | 0 |
| | Algorithm | Symm | Asymm | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| LCC | SROCC | RMSE | LCC | SROCC | RMSE | | |
| VQUEMODES | SBIQE | 0.9000 | 0.8913 | 4.5900 | 0.8532 | 0.8234 | 7.1376 | | | BRISQUE | 0.9125 | 0.9013 | 4.3980 | 0.8792 | 0.8489 | 6.8563 |
| --- | --- | --- | --- | --- | --- | --- |
| NIQE | 0.9285 | 0.9236 | 3.9852 | 0.8955 | 0.8490 | 6.9563 | | 1 |
| | Algorithm | Symm | Asymm | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| LCC | SROCC | RMSE | LCC | SROCC | RMSE | | |
| VQUEMODES | SBIQE | 0.9000 | 0.8913 | 4.5900 | 0.8532 | 0.8234 | 7.1376 | | | Algorithm | Symm | Asymm | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| LCC | SROCC | RMSE | LCC | SROCC | RMSE | |
| SSIM | 0.9037 | 0.8991 | 7.0246 | 0.8769 | 0.8755 | 5.8162 |
| MS-SSIM | 0.8901 | 0.8681 | 21.2322 | 0.8423 | 0.7785 | 15.1681 |
| SBIQE | 0.0006 | 0.0027 | 25.4484 | 0.0021 | 0.0051 | 12.0123 |
| BRISQUE | 0.7829 | 0.7859 | 15.8298 | 0.5411 | 0.5303 | 10.1719 |
| NIQE | 0.8499 | 0.8705 | 13.4076 | 0.6835 | 0.6929 | 8.8334 |
| STMAD | 0.7815 | 0.8000 | 10.2358 | 0.6534 | 0.6010 | 9.1614 |
| Chenetal. | 0.9435 | 0.9182 | 5.4346 | 0.8370 | 0.8376 | 6.6218 |
| STRIQE | 0.8275 | 0.8017 | 9.2105 | 0.7559 | 0.7492 | 7.9321 |
| VQUEMODES(NIQE) | 0.9285 | 0.9236 | 3.9852 | 0.8955 | 0.8490 | 6.9563 | | 0 |
| | Algorithm | Symm | Asymm | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| LCC | SROCC | RMSE | LCC | SROCC | RMSE | | |
| VQUEMODES | SBIQE | 0.9000 | 0.8913 | 4.5900 | 0.8532 | 0.8234 | 7.1376 | | | BRISQUE | 0.9125 | 0.9013 | 4.3980 | 0.8792 | 0.8489 | 6.8563 |
| --- | --- | --- | --- | --- | --- | --- |
| NIQE | 0.9285 | 0.9236 | 3.9852 | 0.8955 | 0.8490 | 6.9563 | | 1 |
| | Algorithm | Symm | Asymm | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| LCC | SROCC | RMSE | LCC | SROCC | RMSE | | |
| VQUEMODES | SBIQE | 0.9000 | 0.8913 | 4.5900 | 0.8532 | 0.8234 | 7.1376 | | | MS-SSIM | 0.8901 | 0.8681 | 21.2322 | 0.8423 | 0.7785 | 15.1681 |
| --- | --- | --- | --- | --- | --- | --- |
| SBIQE | 0.0006 | 0.0027 | 25.4484 | 0.0021 | 0.0051 | 12.0123 |
| BRISQUE | 0.7829 | 0.7859 | 15.8298 | 0.5411 | 0.5303 | 10.1719 |
| NIQE | 0.8499 | 0.8705 | 13.4076 | 0.6835 | 0.6929 | 8.8334 |
| STMAD | 0.7815 | 0.8000 | 10.2358 | 0.6534 | 0.6010 | 9.1614 |
| Chenetal. | 0.9435 | 0.9182 | 5.4346 | 0.8370 | 0.8376 | 6.6218 |
| STRIQE | 0.8275 | 0.8017 | 9.2105 | 0.7559 | 0.7492 | 7.9321 |
| VQUEMODES(NIQE) | 0.9285 | 0.9236 | 3.9852 | 0.8955 | 0.8490 | 6.9563 | | 0 |
| TestInput | OurR-DML | B-DML | Supervisiontransfer |
| --- | --- | --- | --- |
| Total | 34.72 | 29.13 | 21.35 |
| RGB+depth | 40.43 | 36.31 | 26.68 | | | RGB(blank)+depth | 30.76 | 28.37 | 15.81 |
| --- | --- | --- | --- |
| RGB+depth(blank) | 32.69 | 12.03 | 22.25 |
| RGB(occlusion)+depth | 35.65 | 29.39 | 22.95 |
| RGB+depth(occlusion) | 35.04 | 33.12 | 22.75 |
| RGB(noise)+depth | 32.76 | 31.50 | 16.65 |
| RGB(illumination)+depth | 35.67 | 33.19 | 22.40 | | 1 |
| TestInput | OurR-DML | B-DML | Supervisiontransfer |
| --- | --- | --- | --- |
| Total | 34.72 | 29.13 | 21.35 |
| RGB+depth | 40.43 | 36.31 | 26.68 | | | Dataset | κ | Choiceofq | criterioncheck |
| --- | --- | --- | --- |
| Stereo | 0.8 | uniform | approximate |
| Inpainting | 0.7 | uniform | approximate |
| Denoise-sq | 0.8 | uniform | approximate |
| Denoise-ts | 0.7 | uniform | approximate |
| OpticalFlow | 0.9 | unary | exact |
| Color-seg-n4 | 0.9 | unary | exact |
| Color-seg-n8 | 0.9 | unary | exact | | 0 |
| TestInput | OurR-DML | B-DML | Supervisiontransfer |
| --- | --- | --- | --- |
| Total | 34.72 | 29.13 | 21.35 |
| RGB+depth | 40.43 | 36.31 | 26.68 |
| RGB(blank)+depth | 30.76 | 28.37 | 15.81 |
| RGB+depth(blank) | 32.69 | 12.03 | 22.25 |
| RGB(occlusion)+depth | 35.65 | 29.39 | 22.95 |
| RGB+depth(occlusion) | 35.04 | 33.12 | 22.75 | | | RGB(noise)+depth | 32.76 | 31.50 | 16.65 |
| --- | --- | --- | --- |
| RGB(illumination)+depth | 35.67 | 33.19 | 22.40 | | 1 |
| TestInput | OurR-DML | B-DML | Supervisiontransfer |
| --- | --- | --- | --- |
| Total | 34.72 | 29.13 | 21.35 |
| RGB+depth | 40.43 | 36.31 | 26.68 |
| RGB(blank)+depth | 30.76 | 28.37 | 15.81 |
| RGB+depth(blank) | 32.69 | 12.03 | 22.25 |
| RGB(occlusion)+depth | 35.65 | 29.39 | 22.95 |
| RGB+depth(occlusion) | 35.04 | 33.12 | 22.75 | | | Color-seg-n4 | 0.9 | unary | exact |
| --- | --- | --- | --- |
| Color-seg-n8 | 0.9 | unary | exact | | 0 |
| reference | Day1 | Day2 | Day3 | ··· | Day365 |
| --- | --- | --- | --- | --- | --- |
| T-shirt | 100 | 150 | 63 | ··· | 45 | | | Jeans | 50 | 96 | 7 | ··· | 33 |
| --- | --- | --- | --- | --- | --- |
| Soda | 45 | 35 | 14 | ··· | 10 |
| Friedpotatoes | 36 | 23 | 23 | ··· | 5 |
| Water | 85 | 75 | 78 | ··· | 20 | | 1 |
| reference | Day1 | Day2 | Day3 | ··· | Day365 |
| --- | --- | --- | --- | --- | --- |
| T-shirt | 100 | 150 | 63 | ··· | 45 | | | reference | quantity |
| --- | --- |
| T-shirt | 5 |
| Jeans | 10 |
| Soda | 2 |
| Friedpotatoes | 1 |
| Water | 12 | | 0 |
| reference | Day1 | Day2 | Day3 | ··· | Day365 |
| --- | --- | --- | --- | --- | --- |
| T-shirt | 100 | 150 | 63 | ··· | 45 |
| Jeans | 50 | 96 | 7 | ··· | 33 |
| Soda | 45 | 35 | 14 | ··· | 10 | | | Friedpotatoes | 36 | 23 | 23 | ··· | 5 |
| --- | --- | --- | --- | --- | --- |
| Water | 85 | 75 | 78 | ··· | 20 | | 1 |
| reference | Day1 | Day2 | Day3 | ··· | Day365 |
| --- | --- | --- | --- | --- | --- |
| T-shirt | 100 | 150 | 63 | ··· | 45 |
| Jeans | 50 | 96 | 7 | ··· | 33 |
| Soda | 45 | 35 | 14 | ··· | 10 | | | Friedpotatoes | 1 |
| --- | --- |
| Water | 12 | | 0 |
| | Type | KernelSize | #OutDim. |
| --- | --- | --- | --- |
| 1<br>2<br>3 | Conv+ReLU<br>MaxPool1/2<br>LRN | 5×5<br>3×3<br>- | 64<br>64<br>64 |
| 4<br>5<br>6 | Conv+ReLU<br>MaxPool1/2<br>LRN | 5×5<br>3×3<br>- | 64<br>64<br>64 | | | 7 | FullyConnected+ReLU | - | 384 |
| --- | --- | --- | --- |
| 8 | FullyConnected+ReLU | - | 192 |
| 9 | FullyConnected | - | 10 | | 1 |
| | Type | KernelSize | #OutDim. |
| --- | --- | --- | --- |
| 1<br>2<br>3 | Conv+ReLU<br>MaxPool1/2<br>LRN | 5×5<br>3×3<br>- | 64<br>64<br>64 |
| 4<br>5<br>6 | Conv+ReLU<br>MaxPool1/2<br>LRN | 5×5<br>3×3<br>- | 64<br>64<br>64 | | | 8 | 16 | 32 | 64 | 128 | 256 |
| --- | --- | --- | --- | --- | --- |
| conv(1,8)<br>conv(8,8)<br>conv(8,8) | conv(1,8)<br>conv(8,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>conv(8,8)<br>maxpool(2) |
| | conv(8,16)<br>conv(16,16)<br>conv(16,16) | conv(8,16)<br>conv(16,16)<br>conv(16,16)<br>maxpool(2) | conv(8,16)<br>conv(16,16)<br>conv(16,16)<br>maxpool(2) | conv(8,16)<br>conv(16,16)<br>conv(16,16)<br>maxpool(2) | conv(8,16)<br>conv(16,16)<br>conv(16,16)<br>maxpool(2) |
| | | conv(16,24)<br>conv(24,24)<br>conv(24,24) | conv(16,24)<br>conv(24,24)<br>conv(24,24)<br>maxpool(2) | conv(16,24)<br>conv(24,24)<br>conv(24,24)<br>maxpool(2) | conv(16,24)<br>conv(24,24)<br>conv(24,24)<br>maxpool(2) |
| | | | conv(24,32)<br>conv(32,32)<br>conv(32,32) | conv(24,32)<br>conv(32,32)<br>conv(32,32)<br>maxpool(2) | conv(24,32)<br>conv(32,32)<br>conv(32,32)<br>maxpool(2) |
| | | | | conv(32,40)<br>conv(40,40)<br>conv(40,40) | conv(32,40)<br>conv(40,40)<br>conv(40,40)<br>maxpool(2) |
| | | | | | conv(40,48)<br>conv(48,48)<br>conv(48,48) |
| Dropout(0.5) | | | | | |
| fully-connected(1024) | | | | | |
| fully-connected(4) | | | | | |
| Normalize | | | | | | | 0 |
| | Type | KernelSize | #OutDim. |
| --- | --- | --- | --- |
| 1<br>2<br>3 | Conv+ReLU<br>MaxPool1/2<br>LRN | 5×5<br>3×3<br>- | 64<br>64<br>64 | | | 4<br>5<br>6 | Conv+ReLU<br>MaxPool1/2<br>LRN | 5×5<br>3×3<br>- | 64<br>64<br>64 |
| --- | --- | --- | --- |
| 7 | FullyConnected+ReLU | - | 384 |
| 8 | FullyConnected+ReLU | - | 192 |
| 9 | FullyConnected | - | 10 | | 1 |
| | Type | KernelSize | #OutDim. |
| --- | --- | --- | --- |
| 1<br>2<br>3 | Conv+ReLU<br>MaxPool1/2<br>LRN | 5×5<br>3×3<br>- | 64<br>64<br>64 | | | | | | | | conv(40,48)<br>conv(48,48)<br>conv(48,48) |
| --- | --- | --- | --- | --- | --- |
| Dropout(0.5) | | | | | |
| fully-connected(1024) | | | | | |
| fully-connected(4) | | | | | |
| Normalize | | | | | | | 0 |
| ConvEncoder | ConvDecoder | | |
| --- | --- | --- | --- |
| OutputSize | Operation | Outputsize | Operation |
| 32×32×32 | 4×4Conv(32) | 4×4×256 | 4×4ConvT(256) |
| 16×16×64 | 4×4Conv(64) | 4×4×128 | 4×4ConvT(128) |
| 8×8×128 | 4×4Conv(128) | 4×4×64 | 4×4ConvT(64) |
| 4×4×256 | 4×4Conv(256) | 4×4×32 | 4×4ConvT(32) | | | Nz | 4×4Conv()Nz | 4×4×32 | 4×4ConvT(32) |
| --- | --- | --- | --- |
| | | 4×4×Nc | 4×4ConvT()Nc | | 1 |
| ConvEncoder | ConvDecoder | | |
| --- | --- | --- | --- |
| OutputSize | Operation | Outputsize | Operation |
| 32×32×32 | 4×4Conv(32) | 4×4×256 | 4×4ConvT(256) |
| 16×16×64 | 4×4Conv(64) | 4×4×128 | 4×4ConvT(128) |
| 8×8×128 | 4×4Conv(128) | 4×4×64 | 4×4ConvT(64) |
| 4×4×256 | 4×4Conv(256) | 4×4×32 | 4×4ConvT(32) | | | DenseConvEncoder | DenseConvDecoder | | |
| --- | --- | --- | --- |
| OutputSize | Operation | Outputsize | Operation |
| 32×32×32 | 4×4Conv(32) | 4×4×256 | 4×4ConvT(256) |
| 32×32×32 | DBE(32,6) | 4×4×256 | DBD(256,16) |
| 16×16×64 | TBE(32,64,2) | 8×8×128 | TBD(256,128) |
| 16×16×64 | DBE(64,12) | 8×8×128 | DBD(128,24) |
| 8×8×128 | TBE(64,128,2) | 16×16×64 | TBD(128,64) |
| 8×8×128 | DBE(128,24) | 16×16×64 | DBD(64,12) |
| 4×4×256 | TBE(128,256,2) | 32×32×32 | TBD(64,32) |
| 4×4×256 | DBE(256,16) | 32×32×32 | DBD(32,6) |
| Nz | TBE(256,Nz,4) | 64×64×32 | TBD(32,32) |
| | | 64×64×Nc | 3×3ConvT()Nc | | 0 |
| ConvEncoder | ConvDecoder | | |
| --- | --- | --- | --- |
| OutputSize | Operation | Outputsize | Operation | | | 32×32×32 | 4×4Conv(32) | 4×4×256 | 4×4ConvT(256) |
| --- | --- | --- | --- |
| 16×16×64 | 4×4Conv(64) | 4×4×128 | 4×4ConvT(128) |
| 8×8×128 | 4×4Conv(128) | 4×4×64 | 4×4ConvT(64) |
| 4×4×256 | 4×4Conv(256) | 4×4×32 | 4×4ConvT(32) |
| Nz | 4×4Conv()Nz | 4×4×32 | 4×4ConvT(32) |
| | | 4×4×Nc | 4×4ConvT()Nc | | 1 |
| ConvEncoder | ConvDecoder | | |
| --- | --- | --- | --- |
| OutputSize | Operation | Outputsize | Operation | | | 8×8×128 | DBE(128,24) | 16×16×64 | DBD(64,12) |
| --- | --- | --- | --- |
| 4×4×256 | TBE(128,256,2) | 32×32×32 | TBD(64,32) |
| 4×4×256 | DBE(256,16) | 32×32×32 | DBD(32,6) |
| Nz | TBE(256,Nz,4) | 64×64×32 | TBD(32,32) |
| | | 64×64×Nc | 3×3ConvT()Nc | | 0 |
| Area | Conference | 1year | AverageNewComers | AveragePnewComers | AverageLeavers |
| --- | --- | --- | --- | --- | --- |
| AT | APPROX<br>ICCS<br>SOFSEM<br>TLCA<br>DLT | 1998<br>1992<br>1995<br>1993<br>1993 | 0.75<br>0.53<br>0.82<br>0.66<br>0.56 | 0.72<br>0.59<br>0.83<br>0.74<br>0.66 | 0.64<br>0.48<br>0.79<br>0.65<br>0.54 | | | DM | MLDM<br>IndCDM<br>ADMA<br>KES<br>IDEAL | 1999<br>2001<br>2005<br>1997<br>2000 | 0.85<br>0.86<br>0.85<br>0.79<br>0.81 | 0.86<br>0.84<br>0.75<br>0.75<br>0.75 | 0.75<br>0.75<br>0.87<br>0.75<br>0.81 |
| --- | --- | --- | --- | --- | --- |
| SEC | SCN<br>ISCISW<br>ISPEC<br>ACISP<br>WISA | 2002<br>1997<br>2005<br>1996<br>2003 | 0.75<br>0.83<br>0.65<br>0.86<br>0.84 | 0.71<br>0.75<br>0.58<br>0.76<br>0.79 | 0.74<br>0.83<br>0.84<br>0.62<br>0.87 |
| WWW | WEBIST<br>SAINT<br>WECWIS<br>ESWC<br>ICWE | 2005<br>2001<br>1999<br>2004<br>2003 | 0.89<br>0.81<br>0.84<br>0.75<br>0.71 | 0.90<br>0.72<br>0.81<br>0.62<br>0.73 | 0.88<br>0.78<br>0.81<br>0.69<br>0.76 | | 1 |
| Area | Conference | 1year | AverageNewComers | AveragePnewComers | AverageLeavers |
| --- | --- | --- | --- | --- | --- |
| AT | APPROX<br>ICCS<br>SOFSEM<br>TLCA<br>DLT | 1998<br>1992<br>1995<br>1993<br>1993 | 0.75<br>0.53<br>0.82<br>0.66<br>0.56 | 0.72<br>0.59<br>0.83<br>0.74<br>0.66 | 0.64<br>0.48<br>0.79<br>0.65<br>0.54 | | | Network | #Predicted | Size | #Matched | #Derivable | #Derived | Pr |
| --- | --- | --- | --- | --- | --- | --- |
| P<br>P+F<br>FSW(P+F)<br>ICD(P+F)<br>TCSS(P+F)<br>Consensus | 294<br>338<br>102<br>138<br>261<br>429 | 7.96<br>8.66<br>15.88<br>17.14<br>10.52<br>13.01 | 29<br>19<br>29<br>33<br>42<br>57 | 155<br>164<br>119<br>122<br>158<br>164 | 38<br>23<br>38<br>44<br>54<br>56 | 0.098<br>0.056<br>0.284<br>0.239<br>0.161<br>0.133 |
| P<br>P+F<br>FSW(P+F)<br>ICD(P+F)<br>TCSS(P+F)<br>Consensus | 297<br>342<br>136<br>141<br>296<br>484 | 7.94<br>8.34<br>9.46<br>7.44<br>9.98<br>8.72 | 39<br>25<br>41<br>48<br>49<br>81 | 155<br>164<br>119<br>122<br>158<br>164 | 49<br>29<br>57<br>61<br>61<br>71 | 0.131<br>0.073<br>0.301<br>0.340<br>0.166<br>0.167 |
| P<br>P+F<br>FSW(P+F)<br>ICD(P+F)<br>TCSS(P+F)<br>Consensus | 156<br>306<br>136<br>252<br>127<br>429 | 11.42<br>14.39<br>12.44<br>8.91<br>11.66<br>9.80 | 41<br>33<br>36<br>51<br>45<br>80 | 155<br>164<br>119<br>122<br>158<br>164 | 56<br>41<br>48<br>63<br>60<br>66 | 0.263<br>0.108<br>0.265<br>0.202<br>0.354<br>0.186 |
| P<br>P+F<br>FSW(P+F)<br>ICD(P+F)<br>TCSS(P+F)<br>Consensus | 414<br>510<br>111<br>131<br>269<br>419 | 5.98<br>6.68<br>10.17<br>8.90<br>7.49<br>7.61 | 34<br>28<br>39<br>43<br>55<br>79 | 155<br>164<br>119<br>122<br>158<br>164 | 41<br>34<br>54<br>60<br>67<br>74 | 0.082<br>0.055<br>0.351<br>0.328<br>0.204<br>0.189 | | 0 |
| Area | Conference | 1year | AverageNewComers | AveragePnewComers | AverageLeavers |
| --- | --- | --- | --- | --- | --- |
| AT | APPROX<br>ICCS<br>SOFSEM<br>TLCA<br>DLT | 1998<br>1992<br>1995<br>1993<br>1993 | 0.75<br>0.53<br>0.82<br>0.66<br>0.56 | 0.72<br>0.59<br>0.83<br>0.74<br>0.66 | 0.64<br>0.48<br>0.79<br>0.65<br>0.54 |
| DM | MLDM<br>IndCDM<br>ADMA<br>KES<br>IDEAL | 1999<br>2001<br>2005<br>1997<br>2000 | 0.85<br>0.86<br>0.85<br>0.79<br>0.81 | 0.86<br>0.84<br>0.75<br>0.75<br>0.75 | 0.75<br>0.75<br>0.87<br>0.75<br>0.81 | | | SEC | SCN<br>ISCISW<br>ISPEC<br>ACISP<br>WISA | 2002<br>1997<br>2005<br>1996<br>2003 | 0.75<br>0.83<br>0.65<br>0.86<br>0.84 | 0.71<br>0.75<br>0.58<br>0.76<br>0.79 | 0.74<br>0.83<br>0.84<br>0.62<br>0.87 |
| --- | --- | --- | --- | --- | --- |
| WWW | WEBIST<br>SAINT<br>WECWIS<br>ESWC<br>ICWE | 2005<br>2001<br>1999<br>2004<br>2003 | 0.89<br>0.81<br>0.84<br>0.75<br>0.71 | 0.90<br>0.72<br>0.81<br>0.62<br>0.73 | 0.88<br>0.78<br>0.81<br>0.69<br>0.76 | | 1 |
| Area | Conference | 1year | AverageNewComers | AveragePnewComers | AverageLeavers |
| --- | --- | --- | --- | --- | --- |
| AT | APPROX<br>ICCS<br>SOFSEM<br>TLCA<br>DLT | 1998<br>1992<br>1995<br>1993<br>1993 | 0.75<br>0.53<br>0.82<br>0.66<br>0.56 | 0.72<br>0.59<br>0.83<br>0.74<br>0.66 | 0.64<br>0.48<br>0.79<br>0.65<br>0.54 |
| DM | MLDM<br>IndCDM<br>ADMA<br>KES<br>IDEAL | 1999<br>2001<br>2005<br>1997<br>2000 | 0.85<br>0.86<br>0.85<br>0.79<br>0.81 | 0.86<br>0.84<br>0.75<br>0.75<br>0.75 | 0.75<br>0.75<br>0.87<br>0.75<br>0.81 | | | P<br>P+F<br>FSW(P+F)<br>ICD(P+F)<br>TCSS(P+F)<br>Consensus | 297<br>342<br>136<br>141<br>296<br>484 | 7.94<br>8.34<br>9.46<br>7.44<br>9.98<br>8.72 | 39<br>25<br>41<br>48<br>49<br>81 | 155<br>164<br>119<br>122<br>158<br>164 | 49<br>29<br>57<br>61<br>61<br>71 | 0.131<br>0.073<br>0.301<br>0.340<br>0.166<br>0.167 |
| --- | --- | --- | --- | --- | --- | --- |
| P<br>P+F<br>FSW(P+F)<br>ICD(P+F)<br>TCSS(P+F)<br>Consensus | 156<br>306<br>136<br>252<br>127<br>429 | 11.42<br>14.39<br>12.44<br>8.91<br>11.66<br>9.80 | 41<br>33<br>36<br>51<br>45<br>80 | 155<br>164<br>119<br>122<br>158<br>164 | 56<br>41<br>48<br>63<br>60<br>66 | 0.263<br>0.108<br>0.265<br>0.202<br>0.354<br>0.186 |
| P<br>P+F<br>FSW(P+F)<br>ICD(P+F)<br>TCSS(P+F)<br>Consensus | 414<br>510<br>111<br>131<br>269<br>419 | 5.98<br>6.68<br>10.17<br>8.90<br>7.49<br>7.61 | 34<br>28<br>39<br>43<br>55<br>79 | 155<br>164<br>119<br>122<br>158<br>164 | 41<br>34<br>54<br>60<br>67<br>74 | 0.082<br>0.055<br>0.351<br>0.328<br>0.204<br>0.189 | | 0 |
| Strategy | RMSE±STD | Av.Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.0839±0.0035 | 14.6747±0.3073 | 103 | - |
| GKKM | 0.0878±0.0038 | 5.31±0.02 | 5 | 0.5347 |
| M=5,µ=0.25,σ=0.23850 | | | | | | | CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0861±0.0037<br>0.0861±0.0037<br>0.0877±0.0038<br>0.0882±0.0039 | 4.34±0.04<br>4.34±0.05<br>4.17±0.02<br>4.56±0.23 | 6<br>6<br>6<br>4.89±0.37 | 0.2402<br>0.2395<br>0.2338<br>0.1812 |
| --- | --- | --- | --- | --- |
| M=10,µ=0.1111,σ=0.10 | | | | |
| CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0835±0.0035<br>0.0835±0.0035<br>0.0852±0.0035<br>0.0857±0.0036 | 3.27±0.03<br>3.25±0.04<br>3.32±0.01<br>3.38±0.08 | 12<br>12<br>12<br>9.58±0.75 | 0.1098<br>0.1098<br>0.1080<br>0.0907 |
| M=20,µ=0.0526,σ=0.04980 | | | | |
| CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0817±0.0034<br>0.0817±0.0034<br>0.0817±0.0034<br>0.0828±0.0035 | 3.22±0.04<br>3.23±0.05<br>3.27±0.02<br>3.24±0.05 | 20<br>20<br>20<br>16.55±0.88 | 0.0383<br>0.0437<br>0.0499<br>0.0408 |
| M=30,µ=0.0345,σ=0.03530 | | | | |
| CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0804±0.0033<br>0.0803±0.0033<br>0.0806±0.0033<br>0.0810±0.0034 | 3.43±0.05<br>3.45±0.03<br>3.48±0.05<br>3.33±0.06 | 25<br>25<br>25<br>21.09±1.02 | 0.0314<br>0.0311<br>0.0300<br>0.0282 | | 1 |
| Strategy | RMSE±STD | Av.Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.0839±0.0035 | 14.6747±0.3073 | 103 | - |
| GKKM | 0.0878±0.0038 | 5.31±0.02 | 5 | 0.5347 |
| M=5,µ=0.25,σ=0.23850 | | | | | | | Strategy | RMSE±STD | Av.Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.0728±0.0030 | 277.03±4.30 | 420 | - |
| GKKM | 0.0729±0.0030 | 25.52±0.18 | 36 | 0.7760 |
| M=5,µ=0.25,σ=0.25480 | | | | |
| CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0748±0.0031<br>0.0749±0.0031<br>0.0764±0.0032<br>0.0776±0.0033 | 2.99±0.10<br>3.12±0.18<br>2.85±0.06<br>2.99±0.15 | 10<br>10<br>8<br>7.13±0.97 | 0.2482<br>0.2482<br>0.2482<br>0.2331 |
| M=10,µ=0.1111,σ=0.13200 | | | | |
| CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0746±0.0031<br>0.0745±0.0031<br>0.0757±0.0032<br>0.0757±0.0031 | 2.85±0.19<br>2.84±0.14<br>2.57±0.04<br>2.64±0.10 | 16<br>16<br>16<br>13.09±1.10 | 0.1108<br>0.1108<br>0.1104<br>0.0996 |
| M=20,µ=0.0526,σ=0.09650 | | | | |
| CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0735±0.0029<br>0.0737±0.0029<br>0.0753±0.0031<br>0.0753±0.0031 | 2.87±0.12<br>2.96±0.17<br>2.55±0.03<br>2.56±0.04 | 21<br>21<br>20<br>15.95±1.13 | 0.0520<br>0.0520<br>0.0525<br>0.0467 |
| M=30,µ=0.0345,σ=0.05030 | | | | |
| CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0740±0.0029<br>0.0740±0.0029<br>0.0737±0.0029<br>0.0742±0.0030 | 5.41±0.18<br>5.62±0.19<br>3.24±0.04<br>2.74±0.07 | 42<br>42<br>41<br>33.39±1.43 | 0.0339<br>0.0339<br>0.0344<br>0.0326 | | 0 |
| Strategy | RMSE±STD | Av.Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.0839±0.0035 | 14.6747±0.3073 | 103 | - | | | GKKM | 0.0878±0.0038 | 5.31±0.02 | 5 | 0.5347 |
| --- | --- | --- | --- | --- |
| M=5,µ=0.25,σ=0.23850 | | | | |
| CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0861±0.0037<br>0.0861±0.0037<br>0.0877±0.0038<br>0.0882±0.0039 | 4.34±0.04<br>4.34±0.05<br>4.17±0.02<br>4.56±0.23 | 6<br>6<br>6<br>4.89±0.37 | 0.2402<br>0.2395<br>0.2338<br>0.1812 |
| M=10,µ=0.1111,σ=0.10 | | | | |
| CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0835±0.0035<br>0.0835±0.0035<br>0.0852±0.0035<br>0.0857±0.0036 | 3.27±0.03<br>3.25±0.04<br>3.32±0.01<br>3.38±0.08 | 12<br>12<br>12<br>9.58±0.75 | 0.1098<br>0.1098<br>0.1080<br>0.0907 |
| M=20,µ=0.0526,σ=0.04980 | | | | |
| CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0817±0.0034<br>0.0817±0.0034<br>0.0817±0.0034<br>0.0828±0.0035 | 3.22±0.04<br>3.23±0.05<br>3.27±0.02<br>3.24±0.05 | 20<br>20<br>20<br>16.55±0.88 | 0.0383<br>0.0437<br>0.0499<br>0.0408 |
| M=30,µ=0.0345,σ=0.03530 | | | | |
| CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0804±0.0033<br>0.0803±0.0033<br>0.0806±0.0033<br>0.0810±0.0034 | 3.43±0.05<br>3.45±0.03<br>3.48±0.05<br>3.33±0.06 | 25<br>25<br>25<br>21.09±1.02 | 0.0314<br>0.0311<br>0.0300<br>0.0282 | | 1 |
| Strategy | RMSE±STD | Av.Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.0839±0.0035 | 14.6747±0.3073 | 103 | - | | | CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0735±0.0029<br>0.0737±0.0029<br>0.0753±0.0031<br>0.0753±0.0031 | 2.87±0.12<br>2.96±0.17<br>2.55±0.03<br>2.56±0.04 | 21<br>21<br>20<br>15.95±1.13 | 0.0520<br>0.0520<br>0.0525<br>0.0467 |
| --- | --- | --- | --- | --- |
| M=30,µ=0.0345,σ=0.05030 | | | | |
| CCBS<br>CCBS(r)<br>GCBS<br>GCBS(r) | 0.0740±0.0029<br>0.0740±0.0029<br>0.0737±0.0029<br>0.0742±0.0030 | 5.41±0.18<br>5.62±0.19<br>3.24±0.04<br>2.74±0.07 | 42<br>42<br>41<br>33.39±1.43 | 0.0339<br>0.0339<br>0.0344<br>0.0326 | | 0 |
| Algorithm | nData=5(ζ=0)T | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.6333±0.07 | 0.9800±0.06 | 0.7661±0.06 |
| Baseline | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 |
| MIMB | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 | | | | nData=10(ζ=0)T | | |
| --- | --- | --- | --- |
| He-Geng | 0.667±0.00 | 1.00±0.00 | 0.80±0.00 |
| Baseline | 1.00±0.00 | 0.9847±0.05 | 0.9923±0.02 |
| MIMB | 0.9667±0.07 | 1.00±0.00 | 0.9818±0.04 | | 1 |
| Algorithm | nData=5(ζ=0)T | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.6333±0.07 | 0.9800±0.06 | 0.7661±0.06 |
| Baseline | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 |
| MIMB | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 | | | Algorithm | nData=5 | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.80±0.42 | 1.00±0.00 | 0.89±0.32 |
| Baseline | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 |
| MIMB | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 |
| | nData=10 | | |
| He-Geng | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 |
| Baseline | 0.90±0.21 | 0.93±0.14 | 0.8933±0.15 |
| MIMB | 0.90±0.21 | 1.00±0.00 | 0.9333±0.14 | | 0 |
| Algorithm | nData=5(ζ=0)T | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.6333±0.07 | 0.9800±0.06 | 0.7661±0.06 |
| Baseline | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 |
| MIMB | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 |
| | nData=10(ζ=0)T | | | | | He-Geng | 0.667±0.00 | 1.00±0.00 | 0.80±0.00 |
| --- | --- | --- | --- |
| Baseline | 1.00±0.00 | 0.9847±0.05 | 0.9923±0.02 |
| MIMB | 0.9667±0.07 | 1.00±0.00 | 0.9818±0.04 | | 1 |
| Algorithm | nData=5(ζ=0)T | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.6333±0.07 | 0.9800±0.06 | 0.7661±0.06 |
| Baseline | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 |
| MIMB | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 |
| | nData=10(ζ=0)T | | | | | He-Geng | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 |
| --- | --- | --- | --- |
| Baseline | 0.90±0.21 | 0.93±0.14 | 0.8933±0.15 |
| MIMB | 0.90±0.21 | 1.00±0.00 | 0.9333±0.14 | | 0 |
| | TextPost<br>Dataset | PhotoCaption<br>Dataset |
| --- | --- | --- |
| #Posts | 21.5M | 26.3M | | | MeanPostLength | 426.7Bytes | 64.3Bytes |
| --- | --- | --- |
| MedianPostLength | 87Bytes | 29Bytes |
| MaxPostLength | 446.0KBytes | 485.5KBytes | | 1 |
| | TextPost<br>Dataset | PhotoCaption<br>Dataset |
| --- | --- | --- |
| #Posts | 21.5M | 26.3M | | | Depth | Images | Time | Memory |
| --- | --- | --- | --- |
| 50 | 60K | 5h | 8x4.5G |
| 101 | 60K | 9h | 8x6.5G |
| 101 | 600K | 75h | 8x7.5G |
| 101 | 4M | ¿500h | 8x8G | | 0 |
| | TextPost<br>Dataset | PhotoCaption<br>Dataset |
| --- | --- | --- |
| #Posts | 21.5M | 26.3M | | | MeanPostLength | 426.7Bytes | 64.3Bytes |
| --- | --- | --- |
| MedianPostLength | 87Bytes | 29Bytes |
| MaxPostLength | 446.0KBytes | 485.5KBytes | | 1 |
| | TextPost<br>Dataset | PhotoCaption<br>Dataset |
| --- | --- | --- |
| #Posts | 21.5M | 26.3M | | | 101 | 600K | 75h | 8x7.5G |
| --- | --- | --- | --- |
| 101 | 4M | ¿500h | 8x8G | | 0 |
| K | αd | αf | αs | αo | αM |
| --- | --- | --- | --- | --- | --- |
| 2 | 1.5 | − | 1.5 | − | 2.8 |
| 3 | 4.16 | − | 4.55 | − | 5.83 |
| 4 | 8.4 | − | 10.15 | − | 11.56 | | | 5 | 16.2 | 20.3 | 21.26 | 20.7 | 22.8 |
| --- | --- | --- | --- | --- | --- |
| 6 | 30.5 | 38.5 | 43.41 | 42.95 | 45 |
| 7 | 57.28 | 72.1 | 87.84 | 87.35 | 89.42 |
| 8 | 107.13 | 134.2 | 176.57 | 176.06 | 178.1 | | 1 |
| K | αd | αf | αs | αo | αM |
| --- | --- | --- | --- | --- | --- |
| 2 | 1.5 | − | 1.5 | − | 2.8 |
| 3 | 4.16 | − | 4.55 | − | 5.83 |
| 4 | 8.4 | − | 10.15 | − | 11.56 | | | K | dc | (d+1)/Kc | d/Kc | α(from)d |
| --- | --- | --- | --- | --- |
| 2 | 2 | 1.5 | 1 | 1 |
| 3 | 11.5 | 4.166 | 3.83 | 3.927 |
| 4 | 32.6 | 8.4 | 8.15 | 8.297 |
| 5 | 80 | 16.2 | 16.00 | 16.12 |
| 6 | 182 | 30.5 | 30.33 | 30.5 |
| 7 | 400 | 57.28 | 57.14 | 57.22 |
| 8 | 856 | 107.13 | 107.00 | 107.24 | | 0 |
| K | αd | αf | αs | αo | αM |
| --- | --- | --- | --- | --- | --- |
| 2 | 1.5 | − | 1.5 | − | 2.8 |
| 3 | 4.16 | − | 4.55 | − | 5.83 |
| 4 | 8.4 | − | 10.15 | − | 11.56 |
| 5 | 16.2 | 20.3 | 21.26 | 20.7 | 22.8 | | | 6 | 30.5 | 38.5 | 43.41 | 42.95 | 45 |
| --- | --- | --- | --- | --- | --- |
| 7 | 57.28 | 72.1 | 87.84 | 87.35 | 89.42 |
| 8 | 107.13 | 134.2 | 176.57 | 176.06 | 178.1 | | 1 |
| K | αd | αf | αs | αo | αM |
| --- | --- | --- | --- | --- | --- |
| 2 | 1.5 | − | 1.5 | − | 2.8 |
| 3 | 4.16 | − | 4.55 | − | 5.83 |
| 4 | 8.4 | − | 10.15 | − | 11.56 |
| 5 | 16.2 | 20.3 | 21.26 | 20.7 | 22.8 | | | 4 | 32.6 | 8.4 | 8.15 | 8.297 |
| --- | --- | --- | --- | --- |
| 5 | 80 | 16.2 | 16.00 | 16.12 |
| 6 | 182 | 30.5 | 30.33 | 30.5 |
| 7 | 400 | 57.28 | 57.14 | 57.22 |
| 8 | 856 | 107.13 | 107.00 | 107.24 | | 0 |
| Oceancp | Radix | | | |
| --- | --- | --- | --- | --- |
| T=400 | T=1,200 | T=400 | T=1,200 | |
| Cores | 2 | 2 | 4 | 4 |
| Frequency | 3200 | 3200 | 3200 | 3200 | | | L1-ICacheSize | 8 | 128 | 8 | 128 |
| --- | --- | --- | --- | --- |
| L1-DCacheSize | 32 | 128 | 64 | 16 |
| L2CacheSize | 1024 | 512 | 1024 | 512 |
| L3CacheSize | 4096 | 8192 | 8192 | 8192 |
| FIRWidth | 16 | 4 | 2 | 2 |
| ROBSize | 256 | 256 | 64 | 64 |
| BranchPrediction | x2 | x2 | x2 | x |
| TotalPower[W] | 2.622 | 2.312 | 2.137 | 1.798 |
| ExecutionTime[ms] | 74.126 | 66.096 | 7.264 | 7.245 | | 1 |
| Oceancp | Radix | | | |
| --- | --- | --- | --- | --- |
| T=400 | T=1,200 | T=400 | T=1,200 | |
| Cores | 2 | 2 | 4 | 4 |
| Frequency | 3200 | 3200 | 3200 | 3200 | | | Workload | CorrelationCoefficients | |
| --- | --- | --- |
| PARSEC | L3cachemiss | 0.899 |
| | | |
| | | |
| | | |
| | | |
| HPCC-COMM | L3cachemiss | 0.999 |
| | | |
| | | |
| | | |
| | | |
| HPCC-DGEMM | L3cachemiss | 0.988 |
| | | |
| | | |
| | | |
| | | |
| HPCC-FFT | L3cachemiss | 0.997 |
| | | |
| | | |
| | | |
| | | |
| HPCC-HPL | L3cachemiss | 0.859 |
| | | |
| | | |
| | | |
| | | |
| HPCC-PTRANS | L3cachemiss | 0.871 |
| | | |
| | | |
| | | |
| | | |
| HPCC-RandomAccess | L3cachemiss | 0.999 |
| | | |
| | | |
| | | |
| | | |
| HPCC-Stream | L3cachemiss | 0.995 |
| | | |
| | | |
| | | |
| | | |
| SPECINT | L2cachemiss | 0.767 |
| | | |
| | | |
| | | |
| | | |
| SPECCFP | | |
| | | |
| | | |
| | | |
| | | | | 0 |
| Oceancp | Radix | | | |
| --- | --- | --- | --- | --- |
| T=400 | T=1,200 | T=400 | T=1,200 | |
| Cores | 2 | 2 | 4 | 4 |
| Frequency | 3200 | 3200 | 3200 | 3200 |
| L1-ICacheSize | 8 | 128 | 8 | 128 |
| L1-DCacheSize | 32 | 128 | 64 | 16 |
| L2CacheSize | 1024 | 512 | 1024 | 512 | | | L3CacheSize | 4096 | 8192 | 8192 | 8192 |
| --- | --- | --- | --- | --- |
| FIRWidth | 16 | 4 | 2 | 2 |
| ROBSize | 256 | 256 | 64 | 64 |
| BranchPrediction | x2 | x2 | x2 | x |
| TotalPower[W] | 2.622 | 2.312 | 2.137 | 1.798 |
| ExecutionTime[ms] | 74.126 | 66.096 | 7.264 | 7.245 | | 1 |
| Oceancp | Radix | | | |
| --- | --- | --- | --- | --- |
| T=400 | T=1,200 | T=400 | T=1,200 | |
| Cores | 2 | 2 | 4 | 4 |
| Frequency | 3200 | 3200 | 3200 | 3200 |
| L1-ICacheSize | 8 | 128 | 8 | 128 |
| L1-DCacheSize | 32 | 128 | 64 | 16 |
| L2CacheSize | 1024 | 512 | 1024 | 512 | | | | | |
| --- | --- | --- |
| | | |
| | | |
| | | |
| HPCC-DGEMM | L3cachemiss | 0.988 |
| | | |
| | | |
| | | |
| | | |
| HPCC-FFT | L3cachemiss | 0.997 |
| | | |
| | | |
| | | |
| | | |
| HPCC-HPL | L3cachemiss | 0.859 |
| | | |
| | | |
| | | |
| | | |
| HPCC-PTRANS | L3cachemiss | 0.871 |
| | | |
| | | |
| | | |
| | | |
| HPCC-RandomAccess | L3cachemiss | 0.999 |
| | | |
| | | |
| | | |
| | | |
| HPCC-Stream | L3cachemiss | 0.995 |
| | | |
| | | |
| | | |
| | | |
| SPECINT | L2cachemiss | 0.767 |
| | | |
| | | |
| | | |
| | | |
| SPECCFP | | |
| | | |
| | | |
| | | |
| | | | | 0 |
| K | D |
| --- | --- |
| 20000 | 20000 |
| 64 | 8192 | | | 64 | 4096 |
| --- | --- |
| 1000 | 2000 | | 1 |
| K | D |
| --- | --- |
| 20000 | 20000 |
| 64 | 8192 | | | K | Ld | Lr | Lf | Lc | Ls |
| --- | --- | --- | --- | --- | --- |
| 3 | 6 | − | − | 7 | 7 |
| 4 | 18 | − | − | 20 | 20 |
| 5 | 49 | 53 | − | 53 | 53 |
| 6 | 114 | 119 | 126 | 130 | 130 |
| 7 | 250 | 257 | 297 | 306 | 307 |
| 8 | 534 | 543 | 663 | 705 | 706 |
| 9 | 1122 | 1136 | 1473 | 1591 | 1592 |
| 10 | 2333 | 2356 | 3202 | 3543 | 3543 | | 0 |
| K | D |
| --- | --- |
| 20000 | 20000 | | | 64 | 8192 |
| --- | --- |
| 64 | 4096 |
| 1000 | 2000 | | 1 |
| K | D |
| --- | --- |
| 20000 | 20000 | | | 8 | 534 | 543 | 663 | 705 | 706 |
| --- | --- | --- | --- | --- | --- |
| 9 | 1122 | 1136 | 1473 | 1591 | 1592 |
| 10 | 2333 | 2356 | 3202 | 3543 | 3543 | | 0 |
| Method | #Translations | 2012Dataset | 2008Dataset | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| MAP | P5 | P10 | MAP | P5 | P10 | | |
| Dictionary | - | 0.1691 | 0.2048 | 0.2048 | 0.0804 | 0.1464 | 0.137 |
| WE+DT | 3words<br>5words<br>7words | 0.2593<br>0.2615<br>0.26 | 0.404<br>0.424<br>0.416 | 0.38<br>0.41<br>0.397 | 0.128<br>0.133<br>0.13 | 0.168<br>0.1835<br>0.174 | 0.16<br>0.168<br>0.169 |
| WE+DTweighted | 3words<br>5words<br>7words | 0.2623<br>0.2898<br>0.2718 | 0.358<br>0.4920<br>0.391 | 0.35<br>0.49<br>0.39 | 0.1219<br>0.147<br>0.136 | 0.208<br>0.22<br>0.19 | 0.11<br>0.218<br>0.18 | | | SIMVec+DTweighted | Sum-15words<br>Sum-20words<br>Sum-25words | 0.2835<br>0.2850<br>0.2824 | 0.4604<br>0.4668<br>0.4615 | 0.457<br>0.46<br>0.453 | 0.1419<br>0.142<br>0.14 | 0.237<br>0.25<br>0.247 | 0.23<br>0.248<br>0.24 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Max-15words<br>Max-20words<br>Max-25words | 0.2965<br>0.2975<br>0.2967 | 0.495<br>0.508<br>0.497 | 0.49<br>0.4913<br>0.485 | 0.148<br>0.1486<br>0.139 | 0.234<br>0.241<br>0.25 | 0.228<br>0.236<br>0.248 | | | 1 |
| Method | #Translations | 2012Dataset | 2008Dataset | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| MAP | P5 | P10 | MAP | P5 | P10 | | |
| Dictionary | - | 0.1691 | 0.2048 | 0.2048 | 0.0804 | 0.1464 | 0.137 |
| WE+DT | 3words<br>5words<br>7words | 0.2593<br>0.2615<br>0.26 | 0.404<br>0.424<br>0.416 | 0.38<br>0.41<br>0.397 | 0.128<br>0.133<br>0.13 | 0.168<br>0.1835<br>0.174 | 0.16<br>0.168<br>0.169 |
| WE+DTweighted | 3words<br>5words<br>7words | 0.2623<br>0.2898<br>0.2718 | 0.358<br>0.4920<br>0.391 | 0.35<br>0.49<br>0.39 | 0.1219<br>0.147<br>0.136 | 0.208<br>0.22<br>0.19 | 0.11<br>0.218<br>0.18 | | | Method | #Translations | 2012Dataset | 2008Dataset | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| MAP | P5 | P10 | MAP | P5 | P10 | | |
| WE | 1word<br>2words<br>3words<br>5words | 0.2533<br>0.2568<br>0.2379<br>0.2053 | 0.3920<br>0.3840<br>0.384<br>0.328 | 0.3840<br>0.3720<br>0.3520<br>0.32 | 0.1284<br>0.129<br>0.127<br>0.119 | 0.175<br>0.167<br>0.166<br>0.145 | 0.163<br>0.154<br>0.152<br>0.143 |
| WEweighted | 3words<br>5words<br>7words | 0.2802<br>0.2808<br>0.2804 | 0.436<br>0.408<br>0.428 | 0.392<br>0.408<br>0.402 | 0.138<br>0.14<br>0.136 | 0.191<br>0.218<br>0.21 | 0.187<br>0.209<br>0.196 |
| SIMVec | Sum-15words<br>Sum-20words<br>Sum-25words | 0.2508<br>0.2562<br>0.2493 | 0.364<br>0.368<br>0.359 | 0.362<br>0.368<br>0.343 | 0.1276<br>0.1282<br>0.1268 | 0.2137<br>0.2108<br>0.187 | 0.1968<br>0.196<br>0.1823 |
| Max-10words<br>Max-15words<br>Max-20words<br>Max-25words | 0.2733<br>0.2835<br>0.2830<br>0.2812 | 0.4120<br>0.408<br>0.4120<br>0.424 | 0.382<br>0.4<br>0.392<br>0.394 | 0.138<br>0.144<br>0.14<br>0.137 | 0.23<br>0.2416<br>0.2471<br>0.24 | 0.225<br>0.237<br>0.238<br>0.24 | | | 0 |
| Method | #Translations | 2012Dataset | 2008Dataset | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| MAP | P5 | P10 | MAP | P5 | P10 | | |
| Dictionary | - | 0.1691 | 0.2048 | 0.2048 | 0.0804 | 0.1464 | 0.137 |
| WE+DT | 3words<br>5words<br>7words | 0.2593<br>0.2615<br>0.26 | 0.404<br>0.424<br>0.416 | 0.38<br>0.41<br>0.397 | 0.128<br>0.133<br>0.13 | 0.168<br>0.1835<br>0.174 | 0.16<br>0.168<br>0.169 | | | WE+DTweighted | 3words<br>5words<br>7words | 0.2623<br>0.2898<br>0.2718 | 0.358<br>0.4920<br>0.391 | 0.35<br>0.49<br>0.39 | 0.1219<br>0.147<br>0.136 | 0.208<br>0.22<br>0.19 | 0.11<br>0.218<br>0.18 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| SIMVec+DTweighted | Sum-15words<br>Sum-20words<br>Sum-25words | 0.2835<br>0.2850<br>0.2824 | 0.4604<br>0.4668<br>0.4615 | 0.457<br>0.46<br>0.453 | 0.1419<br>0.142<br>0.14 | 0.237<br>0.25<br>0.247 | 0.23<br>0.248<br>0.24 |
| Max-15words<br>Max-20words<br>Max-25words | 0.2965<br>0.2975<br>0.2967 | 0.495<br>0.508<br>0.497 | 0.49<br>0.4913<br>0.485 | 0.148<br>0.1486<br>0.139 | 0.234<br>0.241<br>0.25 | 0.228<br>0.236<br>0.248 | | | 1 |
| Method | #Translations | 2012Dataset | 2008Dataset | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| MAP | P5 | P10 | MAP | P5 | P10 | | |
| Dictionary | - | 0.1691 | 0.2048 | 0.2048 | 0.0804 | 0.1464 | 0.137 |
| WE+DT | 3words<br>5words<br>7words | 0.2593<br>0.2615<br>0.26 | 0.404<br>0.424<br>0.416 | 0.38<br>0.41<br>0.397 | 0.128<br>0.133<br>0.13 | 0.168<br>0.1835<br>0.174 | 0.16<br>0.168<br>0.169 | | | WE | 1word<br>2words<br>3words<br>5words | 0.2533<br>0.2568<br>0.2379<br>0.2053 | 0.3920<br>0.3840<br>0.384<br>0.328 | 0.3840<br>0.3720<br>0.3520<br>0.32 | 0.1284<br>0.129<br>0.127<br>0.119 | 0.175<br>0.167<br>0.166<br>0.145 | 0.163<br>0.154<br>0.152<br>0.143 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| WEweighted | 3words<br>5words<br>7words | 0.2802<br>0.2808<br>0.2804 | 0.436<br>0.408<br>0.428 | 0.392<br>0.408<br>0.402 | 0.138<br>0.14<br>0.136 | 0.191<br>0.218<br>0.21 | 0.187<br>0.209<br>0.196 |
| SIMVec | Sum-15words<br>Sum-20words<br>Sum-25words | 0.2508<br>0.2562<br>0.2493 | 0.364<br>0.368<br>0.359 | 0.362<br>0.368<br>0.343 | 0.1276<br>0.1282<br>0.1268 | 0.2137<br>0.2108<br>0.187 | 0.1968<br>0.196<br>0.1823 |
| Max-10words<br>Max-15words<br>Max-20words<br>Max-25words | 0.2733<br>0.2835<br>0.2830<br>0.2812 | 0.4120<br>0.408<br>0.4120<br>0.424 | 0.382<br>0.4<br>0.392<br>0.394 | 0.138<br>0.144<br>0.14<br>0.137 | 0.23<br>0.2416<br>0.2471<br>0.24 | 0.225<br>0.237<br>0.238<br>0.24 | | | 0 |
| Piece | Thirds | Fourths/Fifths | Dissonant |
| --- | --- | --- | --- |
| Beethoven’sOdetoJoy | 0.4710 | 0.2101 | 0.0145 |
| Beethoven’sOdetoJoy-LayeredHMM | 0.1955 | 0.2849 | 0.2793 |
| WeThreeKings | 0.2845 | 0.3724 | 0.0 |
| WeThreeKings-LayeredHMM | 0.2049 | 0.3394 | 0.2294 | | | Pachelbel’sCanon | 0.4286 | 0.1203 | 0.0075 |
| --- | --- | --- | --- |
| Pachelbel’sCanon-TVAR(11) | 0.1477 | 0.2727 | 0.267 | | 1 |
| Piece | Thirds | Fourths/Fifths | Dissonant |
| --- | --- | --- | --- |
| Beethoven’sOdetoJoy | 0.4710 | 0.2101 | 0.0145 |
| Beethoven’sOdetoJoy-LayeredHMM | 0.1955 | 0.2849 | 0.2793 |
| WeThreeKings | 0.2845 | 0.3724 | 0.0 |
| WeThreeKings-LayeredHMM | 0.2049 | 0.3394 | 0.2294 | | | Piece | Thirds | Fourths/Fifths | Dissonant |
| --- | --- | --- | --- |
| Beethoven’sOdetoJoy | 0.0769 | 0.3427 | 0.1119 |
| Beethoven’sOdetoJoy-LayeredHMM | 0.1266 | 0.2848 | 0.1709 |
| WeThreeKings | 0.0757 | 0.2919 | 0.4324 |
| WeThreeKings-LayeredHMM | 0.2054 | 0.2865 | 0.1784 |
| Pachelbel’sCanon | 0.1497 | 0.2389 | 0.5191 |
| Pachelbel’sCanon-TVAR(11) | 0.625 | 0.275 | 0.3000 | | 0 |
| Piece | Thirds | Fourths/Fifths | Dissonant |
| --- | --- | --- | --- |
| Beethoven’sOdetoJoy | 0.4710 | 0.2101 | 0.0145 |
| Beethoven’sOdetoJoy-LayeredHMM | 0.1955 | 0.2849 | 0.2793 |
| WeThreeKings | 0.2845 | 0.3724 | 0.0 |
| WeThreeKings-LayeredHMM | 0.2049 | 0.3394 | 0.2294 | | | Pachelbel’sCanon | 0.4286 | 0.1203 | 0.0075 |
| --- | --- | --- | --- |
| Pachelbel’sCanon-TVAR(11) | 0.1477 | 0.2727 | 0.267 | | 1 |
| Piece | Thirds | Fourths/Fifths | Dissonant |
| --- | --- | --- | --- |
| Beethoven’sOdetoJoy | 0.4710 | 0.2101 | 0.0145 |
| Beethoven’sOdetoJoy-LayeredHMM | 0.1955 | 0.2849 | 0.2793 |
| WeThreeKings | 0.2845 | 0.3724 | 0.0 |
| WeThreeKings-LayeredHMM | 0.2049 | 0.3394 | 0.2294 | | | WeThreeKings | 0.0757 | 0.2919 | 0.4324 |
| --- | --- | --- | --- |
| WeThreeKings-LayeredHMM | 0.2054 | 0.2865 | 0.1784 |
| Pachelbel’sCanon | 0.1497 | 0.2389 | 0.5191 |
| Pachelbel’sCanon-TVAR(11) | 0.625 | 0.275 | 0.3000 | | 0 |
| Word1 | Word2 | Similarity |
| --- | --- | --- |
| large | NEGEXenlarged | -0.245 |
| hemorrhage | NEGEXQUALhemorrhage | -0.074 | | | hemorrhage | NEGEXQUALintracranialhemorrhage | -0.245 |
| --- | --- | --- |
| infarction | NEGEXQUALinfarction | -0.070 |
| largeterritoryinfarction | NEGEXQUALlargeterritoryinfarction | -0.157 |
| midlineshift | NEGEXQUALmidlineshift | -0.206 |
| abnormalities | NEGEXQUALabnormalities | -0.283 |
| masseffect | NEGEXQUALmasseffect | -0.170 | | 1 |
| Word1 | Word2 | Similarity |
| --- | --- | --- |
| large | NEGEXenlarged | -0.245 |
| hemorrhage | NEGEXQUALhemorrhage | -0.074 | | | word1 | word2 | similarities(cosine-dist) | remark |
| --- | --- | --- | --- |
| dilantin | tegretol | 0.75135758 | drug-drug |
| phenytoin | dilantin | 0.62360351 | drug-drug |
| phenytoin | tegretol | 0.51322415 | drug-drug |
| cholestyramine | dilantin | 0.24557819 | drug-drug |
| cholestyramine | phenytoin | 0.23701277 | drug-drug |
| administration | patients | 0.20459694 | non-drug-non-drug |
| tegretol | may | 0.11605539 | drug-non-drug |
| cholestyramine | patients | 0.08827197 | drug-non-drug |
| evaluated | end | 0.07379115 | non-drug-non-drug |
| within | controlled | 0.06111103 | non-drug-non-drug |
| cholestyramine | evaluated | 0.04024139 | drug-non-drug |
| dilantin | end | 0.02234770 | drug-non-drug | | 0 |
| Word1 | Word2 | Similarity |
| --- | --- | --- |
| large | NEGEXenlarged | -0.245 |
| hemorrhage | NEGEXQUALhemorrhage | -0.074 |
| hemorrhage | NEGEXQUALintracranialhemorrhage | -0.245 |
| infarction | NEGEXQUALinfarction | -0.070 | | | largeterritoryinfarction | NEGEXQUALlargeterritoryinfarction | -0.157 |
| --- | --- | --- |
| midlineshift | NEGEXQUALmidlineshift | -0.206 |
| abnormalities | NEGEXQUALabnormalities | -0.283 |
| masseffect | NEGEXQUALmasseffect | -0.170 | | 1 |
| Word1 | Word2 | Similarity |
| --- | --- | --- |
| large | NEGEXenlarged | -0.245 |
| hemorrhage | NEGEXQUALhemorrhage | -0.074 |
| hemorrhage | NEGEXQUALintracranialhemorrhage | -0.245 |
| infarction | NEGEXQUALinfarction | -0.070 | | | within | controlled | 0.06111103 | non-drug-non-drug |
| --- | --- | --- | --- |
| cholestyramine | evaluated | 0.04024139 | drug-non-drug |
| dilantin | end | 0.02234770 | drug-non-drug | | 0 |
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