premise string | hypothesis string | label int64 |
|---|---|---|
| | 1Node | 2Nodes | 4Nodes | 8Nodes | 16Nodes |
| --- | --- | --- | --- | --- | --- |
| Q1 | 395.82 | 254.49 | 307.9 | 215.35 | 146.35 |
| Q2 | 181.91 | 165.32 | 160.97 | 150.87 | 144.49 |
| Q3 | 354.55 | 192.83 | 231.96 | 156.26 | 106.05 | | | Q4 | 705.96 | 737.82 | 725.21 | 292.48 | 196.56 |
| --- | --- | --- | --- | --- | --- |
| Q5 | 178.55 | 161.36 | 168.21 | 167.29 | 147.78 |
| Q7 | 889.83 | 602.84 | 569.87 | 446.54 | 335.63 |
| Q8 | 271.94 | 202.84 | 247.64 | 184.74 | 146.29 |
| Q9 | 615.42 | 457.34 | 349.46 | 259.7 | 137.27 |
| Q10 | 526.03 | 319.47 | 339.01 | 258.55 | 203.17 |
| Q11 | 36.64 | 36.3 | 36.24 | 36.52 | 33.58 |
| Q12 | 102.55 | 72.25 | 66.01 | 85.13 | 68.13 | | 1 |
| | 1Node | 2Nodes | 4Nodes | 8Nodes | 16Nodes |
| --- | --- | --- | --- | --- | --- |
| Q1 | 395.82 | 254.49 | 307.9 | 215.35 | 146.35 |
| Q2 | 181.91 | 165.32 | 160.97 | 150.87 | 144.49 |
| Q3 | 354.55 | 192.83 | 231.96 | 156.26 | 106.05 | | | | 1Node | 2Nodes | 4Nodes | 8Nodes | 16Nodes |
| --- | --- | --- | --- | --- | --- |
| Q1 | 47.71 | 45.32 | 47.41 | 46.83 | 49.1 |
| Q2 | 107.05 | 65.95 | 68.29 | 53.16 | 55.93 |
| Q3 | 620.57 | 498.45 | 312.17 | 195.13 | 135.73 |
| Q4 | 208.51 | 142.12 | 136.69 | 130.51 | 125.60 |
| Q5 | 539.37 | 437.27 | 264.13 | 179.18 | 131.98 |
| Q6 | 220.29 | 133.08 | 108.56 | 77.02 | 67.42 |
| Q7 | 35.96 | 33.15 | 33.64 | 36.12 | 34.44 |
| Q9 | 575.29 | 310.14 | 297.75 | 190.08 | 145.75 |
| Q10 | 36.68 | 32.03 | 34.04 | 36.00 | 33.91 |
| Q11 | 580.72 | 412.59 | 300.78 | 183.67 | 138.56 |
| Q12 | 99.04 | 61.24 | 48.05 | 47.07 | 42.52 |
| Q13 | 575.09 | 402.15 | 291.11 | 186.86 | 120.88 |
| Q14 | 47.66 | 45.92 | 48.03 | 46.61 | 47.36 |
| Q15 | 36.90 | 32.04 | 36.53 | 36.06 | 35.46 |
| Q16 | 610.85 | 387.59 | 315.06 | 202.07 | 149.09 |
| Q17 | NaN | NaN | NaN | NaN | NaN |
| Q18 | 35.88 | 32.05 | 36.69 | 35.00 | 34.23 |
| Q19 | 597.83 | 499.11 | 305.14 | 196.61 | 140.85 |
| Q20 | 607.89 | 336.38 | 316.46 | 194.37 | 140.92 | | 0 |
| | 1Node | 2Nodes | 4Nodes | 8Nodes | 16Nodes |
| --- | --- | --- | --- | --- | --- |
| Q1 | 395.82 | 254.49 | 307.9 | 215.35 | 146.35 |
| Q2 | 181.91 | 165.32 | 160.97 | 150.87 | 144.49 |
| Q3 | 354.55 | 192.83 | 231.96 | 156.26 | 106.05 |
| Q4 | 705.96 | 737.82 | 725.21 | 292.48 | 196.56 | | | Q5 | 178.55 | 161.36 | 168.21 | 167.29 | 147.78 |
| --- | --- | --- | --- | --- | --- |
| Q7 | 889.83 | 602.84 | 569.87 | 446.54 | 335.63 |
| Q8 | 271.94 | 202.84 | 247.64 | 184.74 | 146.29 |
| Q9 | 615.42 | 457.34 | 349.46 | 259.7 | 137.27 |
| Q10 | 526.03 | 319.47 | 339.01 | 258.55 | 203.17 |
| Q11 | 36.64 | 36.3 | 36.24 | 36.52 | 33.58 |
| Q12 | 102.55 | 72.25 | 66.01 | 85.13 | 68.13 | | 1 |
| | 1Node | 2Nodes | 4Nodes | 8Nodes | 16Nodes |
| --- | --- | --- | --- | --- | --- |
| Q1 | 395.82 | 254.49 | 307.9 | 215.35 | 146.35 |
| Q2 | 181.91 | 165.32 | 160.97 | 150.87 | 144.49 |
| Q3 | 354.55 | 192.83 | 231.96 | 156.26 | 106.05 |
| Q4 | 705.96 | 737.82 | 725.21 | 292.48 | 196.56 | | | Q2 | 107.05 | 65.95 | 68.29 | 53.16 | 55.93 |
| --- | --- | --- | --- | --- | --- |
| Q3 | 620.57 | 498.45 | 312.17 | 195.13 | 135.73 |
| Q4 | 208.51 | 142.12 | 136.69 | 130.51 | 125.60 |
| Q5 | 539.37 | 437.27 | 264.13 | 179.18 | 131.98 |
| Q6 | 220.29 | 133.08 | 108.56 | 77.02 | 67.42 |
| Q7 | 35.96 | 33.15 | 33.64 | 36.12 | 34.44 |
| Q9 | 575.29 | 310.14 | 297.75 | 190.08 | 145.75 |
| Q10 | 36.68 | 32.03 | 34.04 | 36.00 | 33.91 |
| Q11 | 580.72 | 412.59 | 300.78 | 183.67 | 138.56 |
| Q12 | 99.04 | 61.24 | 48.05 | 47.07 | 42.52 |
| Q13 | 575.09 | 402.15 | 291.11 | 186.86 | 120.88 |
| Q14 | 47.66 | 45.92 | 48.03 | 46.61 | 47.36 |
| Q15 | 36.90 | 32.04 | 36.53 | 36.06 | 35.46 |
| Q16 | 610.85 | 387.59 | 315.06 | 202.07 | 149.09 |
| Q17 | NaN | NaN | NaN | NaN | NaN |
| Q18 | 35.88 | 32.05 | 36.69 | 35.00 | 34.23 |
| Q19 | 597.83 | 499.11 | 305.14 | 196.61 | 140.85 |
| Q20 | 607.89 | 336.38 | 316.46 | 194.37 | 140.92 | | 0 |
| EssayID | Oursystem | PaperRater | Manualevaluation |
| --- | --- | --- | --- |
| 1 | 8.5 | 8.5 | 9 |
| 2 | 9 | 8.8 | 9.5 |
| 3 | 8 | 8.1 | 8.5 |
| 4 | 8.3 | 9 | 9.5 |
| 5 | 8 | 8.9 | 9 | | | 6 | 8.5 | 8.3 | 8 |
| --- | --- | --- | --- |
| 7 | 8 | 8.1 | 7.5 |
| 8 | 8.5 | 8.2 | 8 |
| 9 | 8 | 8.3 | 9 |
| 10 | 7.5 | 7.8 | 7 | | 1 |
| EssayID | Oursystem | PaperRater | Manualevaluation |
| --- | --- | --- | --- |
| 1 | 8.5 | 8.5 | 9 |
| 2 | 9 | 8.8 | 9.5 |
| 3 | 8 | 8.1 | 8.5 |
| 4 | 8.3 | 9 | 9.5 |
| 5 | 8 | 8.9 | 9 | | | | CIFAR-10 | CIFAR-100 | ImageNet32 |
| --- | --- | --- | --- |
| Student | 7.46 | 28.52 | 48.2 |
| Teacher | 4.19 | 20.62 | 38.41 |
| KD(T=1)<br>KD(T=2)<br>KD(T=5)<br>KD(T=10) | 7.27<br>7.3<br>7.02<br>6.94 | 28.62<br>28.33<br>27.06<br>27.07 | 49.37<br>49.48<br>49.63<br>51.12 |
| Ours | 6.09 | 25.75 | 47.39 | | 0 |
| EssayID | Oursystem | PaperRater | Manualevaluation |
| --- | --- | --- | --- |
| 1 | 8.5 | 8.5 | 9 | | | 2 | 9 | 8.8 | 9.5 |
| --- | --- | --- | --- |
| 3 | 8 | 8.1 | 8.5 |
| 4 | 8.3 | 9 | 9.5 |
| 5 | 8 | 8.9 | 9 |
| 6 | 8.5 | 8.3 | 8 |
| 7 | 8 | 8.1 | 7.5 |
| 8 | 8.5 | 8.2 | 8 |
| 9 | 8 | 8.3 | 9 |
| 10 | 7.5 | 7.8 | 7 | | 1 |
| EssayID | Oursystem | PaperRater | Manualevaluation |
| --- | --- | --- | --- |
| 1 | 8.5 | 8.5 | 9 | | | KD(T=1)<br>KD(T=2)<br>KD(T=5)<br>KD(T=10) | 7.27<br>7.3<br>7.02<br>6.94 | 28.62<br>28.33<br>27.06<br>27.07 | 49.37<br>49.48<br>49.63<br>51.12 |
| --- | --- | --- | --- |
| Ours | 6.09 | 25.75 | 47.39 | | 0 |
| | MHEALTH | PAMAP2 | USCHAD | UTD-MHAD1 | UTD-MHAD2 |
| --- | --- | --- | --- | --- | --- |
| Kwapiszetal. | 99.49[99.28,99.71] | 97.09[96.72,97.46] | 76.08[68.27,83.89] | 15.54[13.11,17.96] | 70.73[65.32,76.13] |
| Cataletal. | 99.92[99.83,1.000] | 97.66[97.34,97.98] | 91.37[91.00,91.73] | 48.57[47.01,50.12] | 82.00[80.55,83.45] |
| Kimetal. | 99.88[99.77,99.99] | 94.99[94.54,95.44] | 90.21[89.84,90.58] | 51.42[50.29,52.55] | 74.97[73.12,76.82] |
| ChenandXue | 93.19[91.75,94.62] | 94.03[93.12,94.95] | 86.78[86.00,87.55] | − | − | | | JiangandYin | 60.69[48.88,72.50] | − | 82.55[81.73,83.36] | − | − |
| --- | --- | --- | --- | --- | --- |
| Haetal. | 92.60[91.29,93.91] | 93.42[92.74,94.10] | − | − | − |
| HaandChoi | 84.46[82.42,86.51] | 90.68[89.93,91.43] | − | − | − |
| MeanAccuracy | 90.03 | 94.64 | 85.39 | 38.51 | 75.90 | | 1 |
| | MHEALTH | PAMAP2 | USCHAD | UTD-MHAD1 | UTD-MHAD2 |
| --- | --- | --- | --- | --- | --- |
| Kwapiszetal. | 99.49[99.28,99.71] | 97.09[96.72,97.46] | 76.08[68.27,83.89] | 15.54[13.11,17.96] | 70.73[65.32,76.13] |
| Cataletal. | 99.92[99.83,1.000] | 97.66[97.34,97.98] | 91.37[91.00,91.73] | 48.57[47.01,50.12] | 82.00[80.55,83.45] |
| Kimetal. | 99.88[99.77,99.99] | 94.99[94.54,95.44] | 90.21[89.84,90.58] | 51.42[50.29,52.55] | 74.97[73.12,76.82] |
| ChenandXue | 93.19[91.75,94.62] | 94.03[93.12,94.95] | 86.78[86.00,87.55] | − | − | | | | MHEALTH | PAMAP2 | USCHAD | UTD-MHAD1 | UTD-MHAD2 |
| --- | --- | --- | --- | --- | --- |
| Kwapiszetal. | 99.03[98.41,99.64] | 93.86[93.03,94.70] | 75.74[72.06,79.43] | 11.34[09.42,13.27] | 67.83[62.21,73.45] |
| Cataletal. | 99.63[99.32,99.93] | 95.77[95.23,96.31] | 88.76[88.12,89.41] | 46.90[44.56,49.23] | 82.10[79.28,84.93] |
| Kimetal. | 99.70[99.40,100.0] | 92.84[92.31,93.37] | 86.80[85.89,87.71] | 48.02[46.28,49.76] | 73.03[69.91,76.16] |
| ChenandXue | 91.61[89.98,93.25] | 92.36[91.55,93.18] | 82.63[82.04,83.23] | − | − |
| JiangandYin | 51.00[29.29,72.70] | − | 76.77[75.78,77.77] | − | − |
| Haetal. | 90.85[88.96,92.75] | 90.77[89.45,92.09] | − | − | − |
| HaandChoi | 82.70[79.76,85.64] | 87.36[86.20,88.52] | − | − | − |
| MeanAccuracy | 87.78 | 92.16 | 82.14 | 35.41 | 74.32 | | 0 |
| | MHEALTH | PAMAP2 | USCHAD | UTD-MHAD1 | UTD-MHAD2 |
| --- | --- | --- | --- | --- | --- |
| Kwapiszetal. | 99.49[99.28,99.71] | 97.09[96.72,97.46] | 76.08[68.27,83.89] | 15.54[13.11,17.96] | 70.73[65.32,76.13] |
| Cataletal. | 99.92[99.83,1.000] | 97.66[97.34,97.98] | 91.37[91.00,91.73] | 48.57[47.01,50.12] | 82.00[80.55,83.45] |
| Kimetal. | 99.88[99.77,99.99] | 94.99[94.54,95.44] | 90.21[89.84,90.58] | 51.42[50.29,52.55] | 74.97[73.12,76.82] |
| ChenandXue | 93.19[91.75,94.62] | 94.03[93.12,94.95] | 86.78[86.00,87.55] | − | − | | | JiangandYin | 60.69[48.88,72.50] | − | 82.55[81.73,83.36] | − | − |
| --- | --- | --- | --- | --- | --- |
| Haetal. | 92.60[91.29,93.91] | 93.42[92.74,94.10] | − | − | − |
| HaandChoi | 84.46[82.42,86.51] | 90.68[89.93,91.43] | − | − | − |
| MeanAccuracy | 90.03 | 94.64 | 85.39 | 38.51 | 75.90 | | 1 |
| | MHEALTH | PAMAP2 | USCHAD | UTD-MHAD1 | UTD-MHAD2 |
| --- | --- | --- | --- | --- | --- |
| Kwapiszetal. | 99.49[99.28,99.71] | 97.09[96.72,97.46] | 76.08[68.27,83.89] | 15.54[13.11,17.96] | 70.73[65.32,76.13] |
| Cataletal. | 99.92[99.83,1.000] | 97.66[97.34,97.98] | 91.37[91.00,91.73] | 48.57[47.01,50.12] | 82.00[80.55,83.45] |
| Kimetal. | 99.88[99.77,99.99] | 94.99[94.54,95.44] | 90.21[89.84,90.58] | 51.42[50.29,52.55] | 74.97[73.12,76.82] |
| ChenandXue | 93.19[91.75,94.62] | 94.03[93.12,94.95] | 86.78[86.00,87.55] | − | − | | | Haetal. | 90.85[88.96,92.75] | 90.77[89.45,92.09] | − | − | − |
| --- | --- | --- | --- | --- | --- |
| HaandChoi | 82.70[79.76,85.64] | 87.36[86.20,88.52] | − | − | − |
| MeanAccuracy | 87.78 | 92.16 | 82.14 | 35.41 | 74.32 | | 0 |
| Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| USA | -17.2 | 2.4 | 0.07 | 5.2 | -0.09 | -0.55 | | | MEX | -16.9 | 1.8 | -1.7 | 4.8 | -0.31 | -0.10 |
| --- | --- | --- | --- | --- | --- | --- |
| CAN | -8.4 | 0.84 | 0.02 | 3.4 | 2.6 | 9.6 |
| JPN | -7.3 | 3.3 | -1.5 | 2.8 | 2.3 | 5.3 |
| GBR | -2.4 | 1.1 | -0.43 | 0.74 | 0.48 | -0.56 |
| ESP | -2.2 | 1.0 | -0.05 | 0.80 | 1.4 | 2.4 |
| PAN | -1.9 | 1.1 | -0.12 | 0.92 | 1.5 | 2.2 |
| CRI | -1.6 | 1.5 | -0.15 | 1.1 | 3.0 | 9.6 |
| FRA | -1.2 | 0.93 | -0.02 | 0.67 | 1.6 | 3.6 |
| DEU | -1.0 | 1.3 | 0.21 | 0.75 | 2.0 | 3.4 |
| COL | -0.77 | 1.3 | -0.02 | 0.43 | 1.0 | 0.72 |
| ITA | -0.71 | 1.5 | 0.17 | 0.55 | 1.0 | 0.54 |
| CHN | -0.68 | 1.6 | -0.02 | 0.25 | 0.88 | 0.55 |
| CHL | -0.65 | 1.7 | 0.30 | 0.84 | 2.6 | 7.1 |
| SLV | -0.61 | 1.2 | -0.01 | 0.54 | 1.3 | 1.1 |
| NZL | -0.58 | 1.4 | 0.02 | 0.48 | 2.2 | 5.4 |
| BRA | -0.52 | 1.4 | -0.03 | 0.60 | 3.2 | 11.6 |
| ECU | -0.51 | 1.6 | 0.16 | 0.89 | 3.8 | 14.4 |
| PER | -0.35 | 1.9 | 0.15 | 0.51 | 2.3 | 6.1 |
| AUS | -0.27 | 1.7 | 0.27 | 0.64 | 1.9 | 2.4 |
| BEL | -0.24 | 1.8 | 0.14 | 0.47 | 2.1 | 3.6 |
| ISR | -0.24 | 1.8 | 0.08 | 0.34 | 0.81 | 0.04 |
| Average | -3.0 | 1.6 | -0.11 | 1.3 | 1.7 | 4.0 | | 1 |
| Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| USA | -17.2 | 2.4 | 0.07 | 5.2 | -0.09 | -0.55 | | | Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| HKG | -41.3 | 2.1 | 0.67 | 8.7 | 0.39 | 5.1 |
| USA | -16.1 | 2.7 | -2.0 | 4.8 | 0.11 | -0.15 |
| CAN | -15.2 | 3.1 | -1.7 | 4.8 | 0.45 | 0.78 |
| SIN | -8.5 | 1.6 | -0.77 | 3.4 | -0.41 | 0.24 |
| ROC | -8.1 | 2.7 | -1.7 | 3.2 | 0.36 | -0.16 |
| MAS | -4.5 | 3.1 | -1.5 | 2.1 | 1.2 | 3.8 |
| VIE | -3.6 | 1.5 | -0.89 | 2.4 | -2.0 | 6.4 |
| GER | -2.4 | 2.1 | -0.99 | 1.4 | 0.29 | -0.81 |
| FRA | -2.4 | 2.0 | -0.85 | 1.5 | 0.70 | 0.47 |
| THI | -2.3 | 1.8 | -0.76 | 1.7 | 0.32 | 0.12 |
| GBR | -1.4 | 1.4 | -0.42 | 1.5 | 0.78 | 1.6 |
| Average | -9.6 | 2.2 | -1.0 | 3.2 | 0.20 | 1.6 | | 0 |
| Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| USA | -17.2 | 2.4 | 0.07 | 5.2 | -0.09 | -0.55 |
| MEX | -16.9 | 1.8 | -1.7 | 4.8 | -0.31 | -0.10 |
| CAN | -8.4 | 0.84 | 0.02 | 3.4 | 2.6 | 9.6 |
| JPN | -7.3 | 3.3 | -1.5 | 2.8 | 2.3 | 5.3 |
| GBR | -2.4 | 1.1 | -0.43 | 0.74 | 0.48 | -0.56 |
| ESP | -2.2 | 1.0 | -0.05 | 0.80 | 1.4 | 2.4 |
| PAN | -1.9 | 1.1 | -0.12 | 0.92 | 1.5 | 2.2 |
| CRI | -1.6 | 1.5 | -0.15 | 1.1 | 3.0 | 9.6 |
| FRA | -1.2 | 0.93 | -0.02 | 0.67 | 1.6 | 3.6 |
| DEU | -1.0 | 1.3 | 0.21 | 0.75 | 2.0 | 3.4 |
| COL | -0.77 | 1.3 | -0.02 | 0.43 | 1.0 | 0.72 |
| ITA | -0.71 | 1.5 | 0.17 | 0.55 | 1.0 | 0.54 |
| CHN | -0.68 | 1.6 | -0.02 | 0.25 | 0.88 | 0.55 |
| CHL | -0.65 | 1.7 | 0.30 | 0.84 | 2.6 | 7.1 |
| SLV | -0.61 | 1.2 | -0.01 | 0.54 | 1.3 | 1.1 |
| NZL | -0.58 | 1.4 | 0.02 | 0.48 | 2.2 | 5.4 |
| BRA | -0.52 | 1.4 | -0.03 | 0.60 | 3.2 | 11.6 |
| ECU | -0.51 | 1.6 | 0.16 | 0.89 | 3.8 | 14.4 |
| PER | -0.35 | 1.9 | 0.15 | 0.51 | 2.3 | 6.1 |
| AUS | -0.27 | 1.7 | 0.27 | 0.64 | 1.9 | 2.4 | | | BEL | -0.24 | 1.8 | 0.14 | 0.47 | 2.1 | 3.6 |
| --- | --- | --- | --- | --- | --- | --- |
| ISR | -0.24 | 1.8 | 0.08 | 0.34 | 0.81 | 0.04 |
| Average | -3.0 | 1.6 | -0.11 | 1.3 | 1.7 | 4.0 | | 1 |
| Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| USA | -17.2 | 2.4 | 0.07 | 5.2 | -0.09 | -0.55 |
| MEX | -16.9 | 1.8 | -1.7 | 4.8 | -0.31 | -0.10 |
| CAN | -8.4 | 0.84 | 0.02 | 3.4 | 2.6 | 9.6 |
| JPN | -7.3 | 3.3 | -1.5 | 2.8 | 2.3 | 5.3 |
| GBR | -2.4 | 1.1 | -0.43 | 0.74 | 0.48 | -0.56 |
| ESP | -2.2 | 1.0 | -0.05 | 0.80 | 1.4 | 2.4 |
| PAN | -1.9 | 1.1 | -0.12 | 0.92 | 1.5 | 2.2 |
| CRI | -1.6 | 1.5 | -0.15 | 1.1 | 3.0 | 9.6 |
| FRA | -1.2 | 0.93 | -0.02 | 0.67 | 1.6 | 3.6 |
| DEU | -1.0 | 1.3 | 0.21 | 0.75 | 2.0 | 3.4 |
| COL | -0.77 | 1.3 | -0.02 | 0.43 | 1.0 | 0.72 |
| ITA | -0.71 | 1.5 | 0.17 | 0.55 | 1.0 | 0.54 |
| CHN | -0.68 | 1.6 | -0.02 | 0.25 | 0.88 | 0.55 |
| CHL | -0.65 | 1.7 | 0.30 | 0.84 | 2.6 | 7.1 |
| SLV | -0.61 | 1.2 | -0.01 | 0.54 | 1.3 | 1.1 |
| NZL | -0.58 | 1.4 | 0.02 | 0.48 | 2.2 | 5.4 |
| BRA | -0.52 | 1.4 | -0.03 | 0.60 | 3.2 | 11.6 |
| ECU | -0.51 | 1.6 | 0.16 | 0.89 | 3.8 | 14.4 |
| PER | -0.35 | 1.9 | 0.15 | 0.51 | 2.3 | 6.1 |
| AUS | -0.27 | 1.7 | 0.27 | 0.64 | 1.9 | 2.4 | | | FRA | -2.4 | 2.0 | -0.85 | 1.5 | 0.70 | 0.47 |
| --- | --- | --- | --- | --- | --- | --- |
| THI | -2.3 | 1.8 | -0.76 | 1.7 | 0.32 | 0.12 |
| GBR | -1.4 | 1.4 | -0.42 | 1.5 | 0.78 | 1.6 |
| Average | -9.6 | 2.2 | -1.0 | 3.2 | 0.20 | 1.6 | | 0 |
| # | Address | Source(s) |
| --- | --- | --- |
| 1 | 1MrKJhiECV3RufrY1dSybSXRCwSw11Co6i | |
| 2 | 1C8yA7wJuKD4D2giTEpUNcdd7UNExEJ45r | | | | 3 | 166vHLnGB1pCQGxdBkRiMkHW5WGQDbsw6s | |
| --- | --- | --- |
| 4 | 1BA48s9Eeh77vwWiEgh5Vt29G3YJN1PRoR | |
| 5 | 18mfoGHSfe9h145e8djHK5rChDTnGfPDU9 | |
| 6 | 16hHkyuzCDRFzoejVuqajqrnbmKHSmEfQM | |
| 7 | 1382JAg5xbQv7QNwq1svDeyw6ELtNCmujG | |
| 8 | 1KXw7aJR4THWAxtnxZYzmysdLXVhLfa97n | | | 1 |
| # | Address | Source(s) |
| --- | --- | --- |
| 1 | 1MrKJhiECV3RufrY1dSybSXRCwSw11Co6i | |
| 2 | 1C8yA7wJuKD4D2giTEpUNcdd7UNExEJ45r | | | | # | Address | Source(s) |
| --- | --- | --- |
| 1 | 1PoebUjR5pdH88tc9ECQ1PCLaCrtPnG9fm | |
| 2 | 128pJdREzcR6xorYPQAPzGf8RwMQjRBzDt | |
| 3 | 15WUYqKerTtxi4rUEmnakw5gRMkr3nZCQd | |
| 4 | 1L66AcnbuZkYjs8eE6uVbTUxmorHYGKxFJ | |
| 5 | 16REtGSobiQZoprFnXZBR2mSWvRyUSJ3ag | |
| 6 | 16Z6sidfLrfNoxJNu4qM5zhRttJEUD3XoB | |
| 7 | 12LE1yNak3ZuNTLa95KYR2CQSKb6rZnELb | |
| 8 | 1JYYzNHDaGC7noiE4eKatuYA4AThqVocDd | |
| 9 | 1BhLzCZGY6dwQYgX4B6NR5sjDebBPNapvv | |
| 10 | 16yd1Wj2NZa2uLZ6W4UDCDJ2Ttw92uFaT7 | |
| 11 | 1LGnuv6KX9SXB8eM72dnBAcECeaC8Z2zje | |
| 12 | 1L7SLmazbbcy614zsDSLwz4bxz1nnJvDeV | |
| 13 | 19yqWit95eFGmUTYDLr3memcDoJiYgUppc | |
| 14 | 16N3jvnF7UhRh74TMmtwxpLX6zPQKPbEbh | |
| 15 | 1ApF4XayPo7Mtpe326o3xMnSgrkZo7TCWD | |
| And,27otherdistinctaddressesthatarelistedon | | | | 0 |
| # | Address | Source(s) |
| --- | --- | --- |
| 1 | 1MrKJhiECV3RufrY1dSybSXRCwSw11Co6i | |
| 2 | 1C8yA7wJuKD4D2giTEpUNcdd7UNExEJ45r | | | | 3 | 166vHLnGB1pCQGxdBkRiMkHW5WGQDbsw6s | |
| --- | --- | --- |
| 4 | 1BA48s9Eeh77vwWiEgh5Vt29G3YJN1PRoR | |
| 5 | 18mfoGHSfe9h145e8djHK5rChDTnGfPDU9 | |
| 6 | 16hHkyuzCDRFzoejVuqajqrnbmKHSmEfQM | |
| 7 | 1382JAg5xbQv7QNwq1svDeyw6ELtNCmujG | |
| 8 | 1KXw7aJR4THWAxtnxZYzmysdLXVhLfa97n | | | 1 |
| # | Address | Source(s) |
| --- | --- | --- |
| 1 | 1MrKJhiECV3RufrY1dSybSXRCwSw11Co6i | |
| 2 | 1C8yA7wJuKD4D2giTEpUNcdd7UNExEJ45r | | | | 11 | 1LGnuv6KX9SXB8eM72dnBAcECeaC8Z2zje | |
| --- | --- | --- |
| 12 | 1L7SLmazbbcy614zsDSLwz4bxz1nnJvDeV | |
| 13 | 19yqWit95eFGmUTYDLr3memcDoJiYgUppc | |
| 14 | 16N3jvnF7UhRh74TMmtwxpLX6zPQKPbEbh | |
| 15 | 1ApF4XayPo7Mtpe326o3xMnSgrkZo7TCWD | |
| And,27otherdistinctaddressesthatarelistedon | | | | 0 |
| | angleerror | distanceerror |
| --- | --- | --- |
| wall1 | 1.93deg | 66mm |
| wall2 | 2.41deg | 68mm |
| wall3 | 1.99deg | 98mm |
| wall4 | 3.82deg | 1mm | | | floor | 0.82deg | 2mm |
| --- | --- | --- |
| ceiling | 3.57deg | 1795mm | | 1 |
| | angleerror | distanceerror |
| --- | --- | --- |
| wall1 | 1.93deg | 66mm |
| wall2 | 2.41deg | 68mm |
| wall3 | 1.99deg | 98mm |
| wall4 | 3.82deg | 1mm | | | | angleerror | distanceerror |
| --- | --- | --- |
| wall1 | 0.89deg | 22mm |
| wall2 | 1.72deg | 34mm |
| wall3 | 0.63deg | 62mm |
| wall4 | 0.43deg | 4mm |
| floor | 1.40deg | 1mm |
| ceiling | 2.98deg | 1824mm | | 0 |
| | angleerror | distanceerror |
| --- | --- | --- |
| wall1 | 1.93deg | 66mm |
| wall2 | 2.41deg | 68mm |
| wall3 | 1.99deg | 98mm |
| wall4 | 3.82deg | 1mm | | | floor | 0.82deg | 2mm |
| --- | --- | --- |
| ceiling | 3.57deg | 1795mm | | 1 |
| | angleerror | distanceerror |
| --- | --- | --- |
| wall1 | 1.93deg | 66mm |
| wall2 | 2.41deg | 68mm |
| wall3 | 1.99deg | 98mm |
| wall4 | 3.82deg | 1mm | | | floor | 1.40deg | 1mm |
| --- | --- | --- |
| ceiling | 2.98deg | 1824mm | | 0 |
| m | k | N | mmˆ |
| --- | --- | --- | --- |
| [-0.43290.32340.8415] | 12 | 100 | 0.9994 |
| [-0.43290.32340.8415] | 12 | 1000 | 1.000 |
| [-0.43290.32340.8415] | 12 | 2000 | 1.000 |
| [-0.43290.32340.8415] | 4 | 1000 | 0.9998 |
| [-0.416100.9093] | 8 | 100 | 0.9995 |
| [-0.416100.9093] | 8 | 1000 | 0.9999 |
| [-0.416100.9093] | 15 | 100 | 0.9997 |
| [-0.416100.9093] | 15 | 1000 | 1.0000 | | | [-0.41610.90930] | 8 | 100 | 0.9994 |
| --- | --- | --- | --- |
| [-0.41610.90930] | 8 | 1000 | 0.9999 |
| [-0.41610.90930] | 15 | 100 | 0.9999 |
| [-0.41610.90930] | 15 | 1000 | 1.000 | | 1 |
| m | k | N | mmˆ |
| --- | --- | --- | --- |
| [-0.43290.32340.8415] | 12 | 100 | 0.9994 |
| [-0.43290.32340.8415] | 12 | 1000 | 1.000 |
| [-0.43290.32340.8415] | 12 | 2000 | 1.000 |
| [-0.43290.32340.8415] | 4 | 1000 | 0.9998 |
| [-0.416100.9093] | 8 | 100 | 0.9995 |
| [-0.416100.9093] | 8 | 1000 | 0.9999 |
| [-0.416100.9093] | 15 | 100 | 0.9997 |
| [-0.416100.9093] | 15 | 1000 | 1.0000 | | | K1 | k2 | k3 | k4 |
| --- | --- | --- | --- |
| 0.6 | 1.2 | 0.1 | 0.001 |
| 0.864 | 0.981 | 0.005 | 0.016 |
| 0.108 | 0.735 | 0.016 | 0.013 |
| 0.263 | 0.299 | 0 | 0 |
| 1.207 | 1.909 | 0.008 | 0.014 |
| 0.648 | 1.64 | 0.027 | 0.016 |
| 0.047 | 0.325 | 0.084 | 0 |
| 0.425 | 1.055 | 0.023 | 0.013 |
| 0.63 | 0.842 | 0.092 | 0.014 | | 0 |
| m | k | N | mmˆ |
| --- | --- | --- | --- |
| [-0.43290.32340.8415] | 12 | 100 | 0.9994 |
| [-0.43290.32340.8415] | 12 | 1000 | 1.000 | | | [-0.43290.32340.8415] | 12 | 2000 | 1.000 |
| --- | --- | --- | --- |
| [-0.43290.32340.8415] | 4 | 1000 | 0.9998 |
| [-0.416100.9093] | 8 | 100 | 0.9995 |
| [-0.416100.9093] | 8 | 1000 | 0.9999 |
| [-0.416100.9093] | 15 | 100 | 0.9997 |
| [-0.416100.9093] | 15 | 1000 | 1.0000 |
| [-0.41610.90930] | 8 | 100 | 0.9994 |
| [-0.41610.90930] | 8 | 1000 | 0.9999 |
| [-0.41610.90930] | 15 | 100 | 0.9999 |
| [-0.41610.90930] | 15 | 1000 | 1.000 | | 1 |
| m | k | N | mmˆ |
| --- | --- | --- | --- |
| [-0.43290.32340.8415] | 12 | 100 | 0.9994 |
| [-0.43290.32340.8415] | 12 | 1000 | 1.000 | | | 0.648 | 1.64 | 0.027 | 0.016 |
| --- | --- | --- | --- |
| 0.047 | 0.325 | 0.084 | 0 |
| 0.425 | 1.055 | 0.023 | 0.013 |
| 0.63 | 0.842 | 0.092 | 0.014 | | 0 |
| Uniform<br>8kSamples | 10Exp.<br>1Illum. | 10Exp.<br>2Illum. | 4Exp.<br>4Illum. | 8Exp.<br>4Illum. | 4Exp.<br>6Illum. |
| --- | --- | --- | --- | --- | --- |
| 1.50 | 6.64 | 5.51 | 2.98 | 2.37 | 2.56 |
| 1.77 | 9.54 | 9.00 | 3.98 | 2.66 | 3.05 |
| 1.90 | 10.44 | 3.77 | 3.24 | 2.51 | 2.96 | | | 2.42 | 4.92 | 3.58 | 3.40 | 2.95 | 3.25 |
| --- | --- | --- | --- | --- | --- |
| 1.65 | 10.29 | 3.69 | 23.49 | 2.21 | 2.52 | | 1 |
| Uniform<br>8kSamples | 10Exp.<br>1Illum. | 10Exp.<br>2Illum. | 4Exp.<br>4Illum. | 8Exp.<br>4Illum. | 4Exp.<br>6Illum. |
| --- | --- | --- | --- | --- | --- |
| 1.50 | 6.64 | 5.51 | 2.98 | 2.37 | 2.56 |
| 1.77 | 9.54 | 9.00 | 3.98 | 2.66 | 3.05 |
| 1.90 | 10.44 | 3.77 | 3.24 | 2.51 | 2.96 | | | 1 | 100 | 0.5 | 35.137 |
| --- | --- | --- | --- |
| 1 | 100 | 0.5 | 82.415 |
| 1 | 100 | 0.5 | 100.414 |
| 2 | 100 | 0.5 | 35.301 |
| 3 | 100 | 0.5 | 35.564 |
| 1 | 200 | 0.5 | 36.480 |
| 1 | 300 | 0.5 | 37.645 |
| 1 | 400 | 0.5 | 41.113 |
| 1 | 100 | 0 | 33.621 |
| 1 | 100 | 0.1 | 34.934 | | 0 |
| Uniform<br>8kSamples | 10Exp.<br>1Illum. | 10Exp.<br>2Illum. | 4Exp.<br>4Illum. | 8Exp.<br>4Illum. | 4Exp.<br>6Illum. |
| --- | --- | --- | --- | --- | --- |
| 1.50 | 6.64 | 5.51 | 2.98 | 2.37 | 2.56 | | | 1.77 | 9.54 | 9.00 | 3.98 | 2.66 | 3.05 |
| --- | --- | --- | --- | --- | --- |
| 1.90 | 10.44 | 3.77 | 3.24 | 2.51 | 2.96 |
| 2.42 | 4.92 | 3.58 | 3.40 | 2.95 | 3.25 |
| 1.65 | 10.29 | 3.69 | 23.49 | 2.21 | 2.52 | | 1 |
| Uniform<br>8kSamples | 10Exp.<br>1Illum. | 10Exp.<br>2Illum. | 4Exp.<br>4Illum. | 8Exp.<br>4Illum. | 4Exp.<br>6Illum. |
| --- | --- | --- | --- | --- | --- |
| 1.50 | 6.64 | 5.51 | 2.98 | 2.37 | 2.56 | | | 2 | 100 | 0.5 | 35.301 |
| --- | --- | --- | --- |
| 3 | 100 | 0.5 | 35.564 |
| 1 | 200 | 0.5 | 36.480 |
| 1 | 300 | 0.5 | 37.645 |
| 1 | 400 | 0.5 | 41.113 |
| 1 | 100 | 0 | 33.621 |
| 1 | 100 | 0.1 | 34.934 | | 0 |
| Parameters | Values |
| --- | --- |
| NumberofBSs | 40 |
| NumberofWAPs | 30 |
| Meantimeofasuccessfultransmission | 5µs |
| Meantimeofacollision | 1µs |
| Meantimeofidlechannel | 3µs |
| Numberofchannels | 10 |
| RTS | 20bytes |
| CTS | 14bytes |
| DIFS | 34µs | | | SIFS | 16µs |
| --- | --- |
| NumberofWUs | 150 |
| TransmitpoweroftheWAPs | 0.5W |
| TransmitpoweroftheBSs | 1W | | 1 |
| Parameters | Values |
| --- | --- |
| NumberofBSs | 40 |
| NumberofWAPs | 30 |
| Meantimeofasuccessfultransmission | 5µs |
| Meantimeofacollision | 1µs |
| Meantimeofidlechannel | 3µs |
| Numberofchannels | 10 |
| RTS | 20bytes |
| CTS | 14bytes |
| DIFS | 34µs | | | Parameters | Value | Description |
| --- | --- | --- |
| N | 1000 | Numberofvideocontents |
| Ld | 30m | D2Ddistancethreshold |
| Cd | 80 | CachesizeofD2Dtransmitusers |
| Cf | 100∼500 | CachesizeofF-APs |
| Bd | 300MHz | BandwidthofD2Dusers |
| Bf | 100MHz | BandwidthofF-APs |
| Pd | 13dBm | TransmitpowerofD2Dtransmituser |
| Pf | 23dBm | TransmitpowerofF-AP |
| λru | −5<br>6×10 | Intensityofcontentrequireusers |
| λtu | −5<br>5×10 | IntensityofD2Dtransmitusers |
| λf | −5<br>3×10 | IntensityofF-APs |
| λg | −6<br>2×10 | Intensityofgateways |
| α | 4 | Pathlossexponent | | 0 |
| Parameters | Values |
| --- | --- |
| NumberofBSs | 40 |
| NumberofWAPs | 30 |
| Meantimeofasuccessfultransmission | 5µs |
| Meantimeofacollision | 1µs |
| Meantimeofidlechannel | 3µs | | | Numberofchannels | 10 |
| --- | --- |
| RTS | 20bytes |
| CTS | 14bytes |
| DIFS | 34µs |
| SIFS | 16µs |
| NumberofWUs | 150 |
| TransmitpoweroftheWAPs | 0.5W |
| TransmitpoweroftheBSs | 1W | | 1 |
| Parameters | Values |
| --- | --- |
| NumberofBSs | 40 |
| NumberofWAPs | 30 |
| Meantimeofasuccessfultransmission | 5µs |
| Meantimeofacollision | 1µs |
| Meantimeofidlechannel | 3µs | | | λf | −5<br>3×10 | IntensityofF-APs |
| --- | --- | --- |
| λg | −6<br>2×10 | Intensityofgateways |
| α | 4 | Pathlossexponent | | 0 |
| AdversarialType | AdversarialInputSimilarity | GeneratedResponseSimilarity |
| --- | --- | --- |
| Politics | | |
| CharacterEdit | (.94±.04;2.99±.74;4.56±.19) | (0.75±.17;2.38±1.42;3.30±1.01) | | | Paraphrased | (.85±.13;2.35±.65;3.86±0.84) | (.77±.18;2.52±1.51;3.39±.99) |
| --- | --- | --- |
| Movies | | |
| CharacterEdit | (.93±.05;2.88±.66;4.52±0.23) | (.67±.19;2.06±1.11;2.75±1.07) |
| Paraphrased | (.84±.12;2.68±.69;3.97±.76) | (0.64±.17;1.87±.76;2.61±.94) | | 1 |
| AdversarialType | AdversarialInputSimilarity | GeneratedResponseSimilarity |
| --- | --- | --- |
| Politics | | |
| CharacterEdit | (.94±.04;2.99±.74;4.56±.19) | (0.75±.17;2.38±1.42;3.30±1.01) | | | Movie | ReleaseDate |
| --- | --- |
| Armored | 2009-12-04 |
| Avatar | 2009-12-18 |
| TheBlindSide | 2009-11-20 |
| TheBookofEli | 2010-01-15 |
| Daybreakers | 2010-01-08 |
| DearJohn | 2010-02-05 |
| DidYouHearAboutTheMorgans | 2009-12-18 |
| EdgeOfDarkness | 2010-01-29 |
| ExtraordinaryMeasures | 2010-01-22 |
| FromParisWithLove | 2010-02-05 |
| TheImaginariumofDrParnassus | 2010-01-08 |
| Invictus | 2009-12-11 |
| LeapYear | 2010-01-08 |
| Legion | 2010-01-22 |
| Twilight:NewMoon | 2009-11-20 |
| PirateRadio | 2009-11-13 |
| PrincessAndTheFrog | 2009-12-11 |
| SherlockHolmes | 2009-12-25 |
| SpyNextDoor | 2010-01-15 |
| TheCrazies | 2010-02-26 |
| ToothFairy | 2010-01-22 |
| Transylmania | 2009-12-04 |
| WhenInRome | 2010-01-29 |
| YouthInRevolt | 2010-01-08 | | 0 |
| AdversarialType | AdversarialInputSimilarity | GeneratedResponseSimilarity |
| --- | --- | --- |
| Politics | | | | | CharacterEdit | (.94±.04;2.99±.74;4.56±.19) | (0.75±.17;2.38±1.42;3.30±1.01) |
| --- | --- | --- |
| Paraphrased | (.85±.13;2.35±.65;3.86±0.84) | (.77±.18;2.52±1.51;3.39±.99) |
| Movies | | |
| CharacterEdit | (.93±.05;2.88±.66;4.52±0.23) | (.67±.19;2.06±1.11;2.75±1.07) |
| Paraphrased | (.84±.12;2.68±.69;3.97±.76) | (0.64±.17;1.87±.76;2.61±.94) | | 1 |
| AdversarialType | AdversarialInputSimilarity | GeneratedResponseSimilarity |
| --- | --- | --- |
| Politics | | | | | DidYouHearAboutTheMorgans | 2009-12-18 |
| --- | --- |
| EdgeOfDarkness | 2010-01-29 |
| ExtraordinaryMeasures | 2010-01-22 |
| FromParisWithLove | 2010-02-05 |
| TheImaginariumofDrParnassus | 2010-01-08 |
| Invictus | 2009-12-11 |
| LeapYear | 2010-01-08 |
| Legion | 2010-01-22 |
| Twilight:NewMoon | 2009-11-20 |
| PirateRadio | 2009-11-13 |
| PrincessAndTheFrog | 2009-12-11 |
| SherlockHolmes | 2009-12-25 |
| SpyNextDoor | 2010-01-15 |
| TheCrazies | 2010-02-26 |
| ToothFairy | 2010-01-22 |
| Transylmania | 2009-12-04 |
| WhenInRome | 2010-01-29 |
| YouthInRevolt | 2010-01-08 | | 0 |
| DT05 | ET05 | | |
| --- | --- | --- | --- |
| fMLLR | fbank | fMLLR | fbank | | | baseline | 8.2 | 11.1 | 15.4 | 20.9 |
| --- | --- | --- | --- | --- |
| oDLR | 7.9 | 9.6 | 13.8 | 17.5 |
| oDLR+oWER | 7.4 | 9.2 | 13.0 | 16.8 |
| oDLR+pWER | 7.7 | 9.5 | 13.6 | 17.2 | | 1 |
| DT05 | ET05 | | |
| --- | --- | --- | --- |
| fMLLR | fbank | fMLLR | fbank | | | Data(hrs) | AM | LM | SWB | CH |
| --- | --- | --- | --- | --- |
| 300 | A2W | - | 20.8 | 30.4 |
| 300 | PhoneCTC | Small | 14.5 | 25.1 |
| 2000 | A2W | - | 13.0 | 18.8 |
| 2000 | PhoneCTC | Big | 9.6 | 16.0 | | 0 |
| DT05 | ET05 | | |
| --- | --- | --- | --- |
| fMLLR | fbank | fMLLR | fbank | | | baseline | 8.2 | 11.1 | 15.4 | 20.9 |
| --- | --- | --- | --- | --- |
| oDLR | 7.9 | 9.6 | 13.8 | 17.5 |
| oDLR+oWER | 7.4 | 9.2 | 13.0 | 16.8 |
| oDLR+pWER | 7.7 | 9.5 | 13.6 | 17.2 | | 1 |
| DT05 | ET05 | | |
| --- | --- | --- | --- |
| fMLLR | fbank | fMLLR | fbank | | | 2000 | A2W | - | 13.0 | 18.8 |
| --- | --- | --- | --- | --- |
| 2000 | PhoneCTC | Big | 9.6 | 16.0 | | 0 |
| | | Time(ms) | #Points |
| --- | --- | --- | --- |
| Schneider | 10iter/pix | 4110 | 904 | | | Schneider | 1iter/pix | 550 | 939 |
| --- | --- | --- | --- |
| Schneider | 0.1iter/pix | 115 | 983 |
| Ourapproach | 1iter/pix | 14735 | 663 |
| Ourapproach | 0.1iter/pix | 1483 | 744 | | 1 |
| | | Time(ms) | #Points |
| --- | --- | --- | --- |
| Schneider | 10iter/pix | 4110 | 904 | | | | | Time(ms) | #Points |
| --- | --- | --- | --- |
| Schneider | 10iter/pix | 2860 | 573 |
| Schneider | 1iter/pix | 380 | 590 |
| Schneider | 0.1iter/pix | 85 | 617 |
| Ourapproach | 1iter/pix | 14020 | 532 |
| Ourapproach | 0.1iter/pix | 1420 | 555 | | 0 |
| | | Time(ms) | #Points |
| --- | --- | --- | --- |
| Schneider | 10iter/pix | 4110 | 904 | | | Schneider | 1iter/pix | 550 | 939 |
| --- | --- | --- | --- |
| Schneider | 0.1iter/pix | 115 | 983 |
| Ourapproach | 1iter/pix | 14735 | 663 |
| Ourapproach | 0.1iter/pix | 1483 | 744 | | 1 |
| | | Time(ms) | #Points |
| --- | --- | --- | --- |
| Schneider | 10iter/pix | 4110 | 904 | | | Schneider | 1iter/pix | 380 | 590 |
| --- | --- | --- | --- |
| Schneider | 0.1iter/pix | 85 | 617 |
| Ourapproach | 1iter/pix | 14020 | 532 |
| Ourapproach | 0.1iter/pix | 1420 | 555 | | 0 |
| Hardware | Model |
| --- | --- |
| GPU | NVIDIATeslaP40 |
| CPU | IntelXeonE5-2650v4Dual |
| Network | 56GbpsInfiniBand+1GbpsEthernet | | | Memory | 128GBDDR4 |
| --- | --- |
| Harddisk | SSD6T(x2withRAID0)inNode0,<br>andothersareHDD1T(x4withRAID5).<br>Eachnodehasonecopyofthedataset | | 1 |
| Hardware | Model |
| --- | --- |
| GPU | NVIDIATeslaP40 |
| CPU | IntelXeonE5-2650v4Dual |
| Network | 56GbpsInfiniBand+1GbpsEthernet | | | CPU | Intel(R)Core(TM)i7-4790K4.00Hz |
| --- | --- |
| GPU | GeForceGTX1080Ti |
| RAM | 20GB |
| Harddisk | ToshibaSSD512G |
| System | Ubuntu16.04 | | 0 |
| Hardware | Model |
| --- | --- |
| GPU | NVIDIATeslaP40 |
| CPU | IntelXeonE5-2650v4Dual |
| Network | 56GbpsInfiniBand+1GbpsEthernet | | | Memory | 128GBDDR4 |
| --- | --- |
| Harddisk | SSD6T(x2withRAID0)inNode0,<br>andothersareHDD1T(x4withRAID5).<br>Eachnodehasonecopyofthedataset | | 1 |
| Hardware | Model |
| --- | --- |
| GPU | NVIDIATeslaP40 |
| CPU | IntelXeonE5-2650v4Dual |
| Network | 56GbpsInfiniBand+1GbpsEthernet | | | Harddisk | ToshibaSSD512G |
| --- | --- |
| System | Ubuntu16.04 | | 0 |
| Video | Resolution | Numberofframes | Processingtime(s) | FPS |
| --- | --- | --- | --- | --- |
| Sherbrooke | 800x600 | 1001 | 27.7 | 36.2 |
| Rouen | 1024x576 | 600 | 53.1 | 11.3 | | | St-Marc | 1280x720 | 1000 | 98.2 | 10.2 |
| --- | --- | --- | --- | --- |
| Rene-Levesque | 1280x720 | 1000 | 53.8 | 18.6 | | 1 |
| Video | Resolution | Numberofframes | Processingtime(s) | FPS |
| --- | --- | --- | --- | --- |
| Sherbrooke | 800x600 | 1001 | 27.7 | 36.2 |
| Rouen | 1024x576 | 600 | 53.1 | 11.3 | | | Depth | Images | Time | Memory |
| --- | --- | --- | --- |
| 50 | 60K | 5h | 8x4.5G |
| 101 | 60K | 9h | 8x6.5G |
| 101 | 600K | 75h | 8x7.5G |
| 101 | 4M | ¿500h | 8x8G | | 0 |
| Video | Resolution | Numberofframes | Processingtime(s) | FPS |
| --- | --- | --- | --- | --- |
| Sherbrooke | 800x600 | 1001 | 27.7 | 36.2 | | | Rouen | 1024x576 | 600 | 53.1 | 11.3 |
| --- | --- | --- | --- | --- |
| St-Marc | 1280x720 | 1000 | 98.2 | 10.2 |
| Rene-Levesque | 1280x720 | 1000 | 53.8 | 18.6 | | 1 |
| Video | Resolution | Numberofframes | Processingtime(s) | FPS |
| --- | --- | --- | --- | --- |
| Sherbrooke | 800x600 | 1001 | 27.7 | 36.2 | | | 101 | 60K | 9h | 8x6.5G |
| --- | --- | --- | --- |
| 101 | 600K | 75h | 8x7.5G |
| 101 | 4M | ¿500h | 8x8G | | 0 |
| | GRU | LSTM | GRU,D | LSTM,D | GRU,BN | LSTM,BN |
| --- | --- | --- | --- | --- | --- | --- |
| text,c1 | 81.3 | 81.1 | 81.4 | 80.6 | 82.9 | 82.7 | | | text,c2 | 81.0 | 80.7 | 81.2 | 81.5 | 83.5 | 83.0 |
| --- | --- | --- | --- | --- | --- | --- |
| audio,c1 | 70.9 | 70.0 | 72.2 | 72.4 | 67.0 | 66.3 |
| audio,c2 | 70.8 | 71.8 | 72.5 | 73.4 | 69.2 | 67.8 |
| combination,c1 | 83.1 | 82.7 | 82.6 | 82.8 | 84.6 | 84.0 |
| combination,c2 | 83.0 | 82.5 | 82.7 | 82.4 | 84.1 | 83.6 |
| condition,c2 | 83.8 | 83.9 | 83.9 | 83.9 | 82.4 | 83.7 | | 1 |
| | GRU | LSTM | GRU,D | LSTM,D | GRU,BN | LSTM,BN |
| --- | --- | --- | --- | --- | --- | --- |
| text,c1 | 81.3 | 81.1 | 81.4 | 80.6 | 82.9 | 82.7 | | | Testset | Duration | Nb.speakers | Nb.words |
| --- | --- | --- | --- |
| Hub5’00SWB | 2.1h | 40 | 21.4K |
| Hub5’00CH | 1.6h | 40 | 21.6K |
| RT’02 | 6.4h | 120 | 64.0K |
| RT’03 | 7.2h | 144 | 76.0K |
| RT’04 | 3.4h | 72 | 36.7K |
| DEV’04f | 3.2h | 72 | 37.8K | | 0 |
| | GRU | LSTM | GRU,D | LSTM,D | GRU,BN | LSTM,BN |
| --- | --- | --- | --- | --- | --- | --- |
| text,c1 | 81.3 | 81.1 | 81.4 | 80.6 | 82.9 | 82.7 |
| text,c2 | 81.0 | 80.7 | 81.2 | 81.5 | 83.5 | 83.0 |
| audio,c1 | 70.9 | 70.0 | 72.2 | 72.4 | 67.0 | 66.3 |
| audio,c2 | 70.8 | 71.8 | 72.5 | 73.4 | 69.2 | 67.8 | | | combination,c1 | 83.1 | 82.7 | 82.6 | 82.8 | 84.6 | 84.0 |
| --- | --- | --- | --- | --- | --- | --- |
| combination,c2 | 83.0 | 82.5 | 82.7 | 82.4 | 84.1 | 83.6 |
| condition,c2 | 83.8 | 83.9 | 83.9 | 83.9 | 82.4 | 83.7 | | 1 |
| | GRU | LSTM | GRU,D | LSTM,D | GRU,BN | LSTM,BN |
| --- | --- | --- | --- | --- | --- | --- |
| text,c1 | 81.3 | 81.1 | 81.4 | 80.6 | 82.9 | 82.7 |
| text,c2 | 81.0 | 80.7 | 81.2 | 81.5 | 83.5 | 83.0 |
| audio,c1 | 70.9 | 70.0 | 72.2 | 72.4 | 67.0 | 66.3 |
| audio,c2 | 70.8 | 71.8 | 72.5 | 73.4 | 69.2 | 67.8 | | | RT’02 | 6.4h | 120 | 64.0K |
| --- | --- | --- | --- |
| RT’03 | 7.2h | 144 | 76.0K |
| RT’04 | 3.4h | 72 | 36.7K |
| DEV’04f | 3.2h | 72 | 37.8K | | 0 |
| Notation | Definition |
| --- | --- |
| T<br>(p) | Timecomplexityofamultiplication |
| T<br>(p) | Timecomplexityofanaddition | | | T<br>(p) | Timecomplexityofanexponentiation |
| --- | --- |
| T<br>(p) | Timecomplexityofaninversion |
| T<br>(p) | Timecomplexityofanellipticcurvescalarmultiplication |
| T<br>(p) | Timecomplexityofanellipticcurvepointsaddition | | 1 |
| Notation | Definition |
| --- | --- |
| T<br>(p) | Timecomplexityofamultiplication |
| T<br>(p) | Timecomplexityofanaddition | | | u | auser |
| --- | --- |
| i | asocialmediaitem |
| Iu | thesetofu’ssocialmediaitems |
| c | aconcept |
| C | thesetofconcepts |
| d | acandidateitem(scientificpublication) |
| D | thesetofcandidateitems |
| t,tid | thetimestampofiandd,respectively |
| Pu | u’suserprofile |
| Pd | d’sdocumentprofile |
| Φ | aprofilingfunction |
| w | aweightingfunction(notconsideringtemporaldecay) |
| f | adecayfunction |
| w | aweightingfunctionthatextendswwithtemporaldecay |
| σ | asimilarityfunction | | 0 |
| Notation | Definition |
| --- | --- |
| T<br>(p) | Timecomplexityofamultiplication |
| T<br>(p) | Timecomplexityofanaddition |
| T<br>(p) | Timecomplexityofanexponentiation | | | T<br>(p) | Timecomplexityofaninversion |
| --- | --- |
| T<br>(p) | Timecomplexityofanellipticcurvescalarmultiplication |
| T<br>(p) | Timecomplexityofanellipticcurvepointsaddition | | 1 |
| Notation | Definition |
| --- | --- |
| T<br>(p) | Timecomplexityofamultiplication |
| T<br>(p) | Timecomplexityofanaddition |
| T<br>(p) | Timecomplexityofanexponentiation | | | w | aweightingfunction(notconsideringtemporaldecay) |
| --- | --- |
| f | adecayfunction |
| w | aweightingfunctionthatextendswwithtemporaldecay |
| σ | asimilarityfunction | | 0 |
| Dataset | HMDB51 | UCF101 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Method | MP | GMM-FV | RNN-FV | MP | GMMFV | RNN-FV | | | VGGPCA | 42.16 | 36.8 | 45.62 | 75.51 | 76.53 | 79.29 |
| --- | --- | --- | --- | --- | --- | --- |
| VGGCCA | 43.05 | 39.61 | 46.14 | 77.49 | 76.84 | 79.49 |
| C3D | 51.2 | 45.82 | 52.88 | 81.05 | 80.04 | 82.33 | | 1 |
| Dataset | HMDB51 | UCF101 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Method | MP | GMM-FV | RNN-FV | MP | GMMFV | RNN-FV | | | Dataset | BMM+SSC(3D) | SSC(2D)+BMM | OurMethod | | | |
| --- | --- | --- | --- | --- | --- | --- |
| e3D | eMS | e3D | eMS | e3D | eMS | |
| p2free2 | 0.1973 | 0.0 | 0.2177 | 0.0 | 0.1992 | 0.0 |
| p3ball1 | 0.1356 | 0.0 | 0.1422 | 0.0 | 0.1348 | 0.0 |
| p4grab2 | 0.2018 | 0.0 | 0.2182 | 0.0 | 0.2080 | 0.0 |
| p4table12 | 0.2313 | 0.0 | 0.2418 | 0.0 | 0.2313 | 0.0 |
| p4meet12 | 0.0800 | 0.0135 | 0.0941 | 0.0 | 0.0821 | 0.0135 | | 0 |
| Dataset | HMDB51 | UCF101 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Method | MP | GMM-FV | RNN-FV | MP | GMMFV | RNN-FV |
| VGGPCA | 42.16 | 36.8 | 45.62 | 75.51 | 76.53 | 79.29 | | | VGGCCA | 43.05 | 39.61 | 46.14 | 77.49 | 76.84 | 79.49 |
| --- | --- | --- | --- | --- | --- | --- |
| C3D | 51.2 | 45.82 | 52.88 | 81.05 | 80.04 | 82.33 | | 1 |
| Dataset | HMDB51 | UCF101 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Method | MP | GMM-FV | RNN-FV | MP | GMMFV | RNN-FV |
| VGGPCA | 42.16 | 36.8 | 45.62 | 75.51 | 76.53 | 79.29 | | | p4grab2 | 0.2018 | 0.0 | 0.2182 | 0.0 | 0.2080 | 0.0 |
| --- | --- | --- | --- | --- | --- | --- |
| p4table12 | 0.2313 | 0.0 | 0.2418 | 0.0 | 0.2313 | 0.0 |
| p4meet12 | 0.0800 | 0.0135 | 0.0941 | 0.0 | 0.0821 | 0.0135 | | 0 |
| On-line | P2p | Collaboration | | | |
| --- | --- | --- | --- | --- | --- |
| Network | α | Network | α | Network | α | | | 1 | -1.00 | 5 | -0.20 | 10 | 1.48 |
| --- | --- | --- | --- | --- | --- |
| 2 | -1.00 | 6 | 1.29 | 11 | -2.57 |
| 3 | -0.50 | 7 | 1.52 | 12 | -2.57 |
| 4 | -0.30 | 8 | 1.45 | 13 | -2.84 |
| | | 9 | 1.12 | 14 | 0.52 | | 1 |
| On-line | P2p | Collaboration | | | |
| --- | --- | --- | --- | --- | --- |
| Network | α | Network | α | Network | α | | | On-line | P2p | Collaboration | | | |
| --- | --- | --- | --- | --- | --- |
| Network | α | Network | α | Network | α |
| 1 | -0.40 | 5 | -0.15 | 10 | 0.58 |
| 2 | -0.30 | 6 | 0.29 | 11 | -2.30 |
| 3 | -0.40 | 7 | 0.50 | 12 | -1.50 |
| 4 | -0.20 | 8 | 0.40 | 13 | -1.70 |
| | | 9 | 0.10 | 14 | 0.50 | | 0 |
| On-line | P2p | Collaboration | | | |
| --- | --- | --- | --- | --- | --- |
| Network | α | Network | α | Network | α | | | 1 | -1.00 | 5 | -0.20 | 10 | 1.48 |
| --- | --- | --- | --- | --- | --- |
| 2 | -1.00 | 6 | 1.29 | 11 | -2.57 |
| 3 | -0.50 | 7 | 1.52 | 12 | -2.57 |
| 4 | -0.30 | 8 | 1.45 | 13 | -2.84 |
| | | 9 | 1.12 | 14 | 0.52 | | 1 |
| On-line | P2p | Collaboration | | | |
| --- | --- | --- | --- | --- | --- |
| Network | α | Network | α | Network | α | | | 3 | -0.40 | 7 | 0.50 | 12 | -1.50 |
| --- | --- | --- | --- | --- | --- |
| 4 | -0.20 | 8 | 0.40 | 13 | -1.70 |
| | | 9 | 0.10 | 14 | 0.50 | | 0 |
| Device | CPU | Time[ms] | | |
| --- | --- | --- | --- | --- |
| Ourdetector | V-J(OpenCV) | LBPs(OpenCV) | | |
| PC1 | 3.4GHzCorei7-2600 | 2.4 | 16.9 | 4.9 |
| PC2 | 2.53GHzCore2DuoP8700 | 2.8 | 25.4 | 6.3 | | | iPhone5 | 1.3GHzAppleA6 | 6.3 | 175.3 | 47.3 |
| --- | --- | --- | --- | --- |
| iPad2 | 1GHzARMCortex-A9 | 12.1 | 347.6 | 103.5 |
| iPhone4S | 800MHzARMCortex-A9 | 14.7 | 430.3 | 129.2 | | 1 |
| Device | CPU | Time[ms] | | |
| --- | --- | --- | --- | --- |
| Ourdetector | V-J(OpenCV) | LBPs(OpenCV) | | |
| PC1 | 3.4GHzCorei7-2600 | 2.4 | 16.9 | 4.9 |
| PC2 | 2.53GHzCore2DuoP8700 | 2.8 | 25.4 | 6.3 | | | Processor | Gflop/s |
| --- | --- |
| 2530-MHzIntelP4(icc) | 1.17 |
| 2530-MHzIntelP4(SSE) | 6.51 |
| 2600-MHzAMDOpteron8435 | 13.88 |
| 2660-MHzIntelXeonE5430 | 16.34 |
| 2100-MHzAMDOpteron6172(Hopper) | 14.25 |
| PowerXCell8i(singleSPE) | 16.36 |
| 2200-MHzAMDOpteron6274(Jaguar) | 16.97 |
| 2600-MHzIntelXeonE5-2670(AVX) | 28.41 |
| 1300-MHzNVIDIAM2090GPU(16SMs) | 1097.00 |
| 732-MHzNVIDIAK20XGPU(15SMs) | 2243.00 | | 0 |
| Device | CPU | Time[ms] | | |
| --- | --- | --- | --- | --- |
| Ourdetector | V-J(OpenCV) | LBPs(OpenCV) | | |
| PC1 | 3.4GHzCorei7-2600 | 2.4 | 16.9 | 4.9 |
| PC2 | 2.53GHzCore2DuoP8700 | 2.8 | 25.4 | 6.3 | | | iPhone5 | 1.3GHzAppleA6 | 6.3 | 175.3 | 47.3 |
| --- | --- | --- | --- | --- |
| iPad2 | 1GHzARMCortex-A9 | 12.1 | 347.6 | 103.5 |
| iPhone4S | 800MHzARMCortex-A9 | 14.7 | 430.3 | 129.2 | | 1 |
| Device | CPU | Time[ms] | | |
| --- | --- | --- | --- | --- |
| Ourdetector | V-J(OpenCV) | LBPs(OpenCV) | | |
| PC1 | 3.4GHzCorei7-2600 | 2.4 | 16.9 | 4.9 |
| PC2 | 2.53GHzCore2DuoP8700 | 2.8 | 25.4 | 6.3 | | | 2600-MHzIntelXeonE5-2670(AVX) | 28.41 |
| --- | --- |
| 1300-MHzNVIDIAM2090GPU(16SMs) | 1097.00 |
| 732-MHzNVIDIAK20XGPU(15SMs) | 2243.00 | | 0 |
| | Typeprediction | Linkprediction | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Model | Macrof1 | Clf1 | Prf1 | Macrof1 | Linkf1 | NoLinkf1 | | | Simple | .817 | - | - | .663 | .478 | .848 |
| --- | --- | --- | --- | --- | --- | --- |
| BestEG | .869 | - | - | .693 | .502 | .884 |
| MP+p | .831 | - | - | .720 | .546 | .894 |
| BaseClassifier | .830 | .712 | .937 | .650 | .446 | .841 |
| ILPJointModel | .857 | .770 | .943 | .683 | .486 | .881 |
| JointModel | .813 | .692 | .934 | .740 | .577 | .903 | | 1 |
| | Typeprediction | Linkprediction | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Model | Macrof1 | Clf1 | Prf1 | Macrof1 | Linkf1 | NoLinkf1 | | | | Typeprediction | Linkprediction | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Model | Macrof1 | MCf1 | Clf1 | Prf1 | Macrof1 | Linkf1 | NoLinkf1 |
| Nostructural | .808 | .824 | .694 | .907 | .760 | .598 | .922 |
| NoBOW | .796 | .833 | .652 | .902 | .728 | .543 | .912 |
| NoEmbeddings | .827 | .874 | .695 | .911 | .750 | .581 | .918 |
| OnlyAvgEmb* | .832 | .873 | .717 | .917 | .751 | .583 | .918 |
| OnlyMaxEmb* | .843 | .874 | .732 | .923 | .766 | .608 | .924 |
| OnlyMinEmb* | .838 | .878 | .719 | .918 | .763 | .602 | .924 |
| Allfeatures | .849 | .894 | .732 | .921 | .767 | .608 | .925 | | 0 |
| | Typeprediction | Linkprediction | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Model | Macrof1 | Clf1 | Prf1 | Macrof1 | Linkf1 | NoLinkf1 |
| Simple | .817 | - | - | .663 | .478 | .848 |
| BestEG | .869 | - | - | .693 | .502 | .884 |
| MP+p | .831 | - | - | .720 | .546 | .894 | | | BaseClassifier | .830 | .712 | .937 | .650 | .446 | .841 |
| --- | --- | --- | --- | --- | --- | --- |
| ILPJointModel | .857 | .770 | .943 | .683 | .486 | .881 |
| JointModel | .813 | .692 | .934 | .740 | .577 | .903 | | 1 |
| | Typeprediction | Linkprediction | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Model | Macrof1 | Clf1 | Prf1 | Macrof1 | Linkf1 | NoLinkf1 |
| Simple | .817 | - | - | .663 | .478 | .848 |
| BestEG | .869 | - | - | .693 | .502 | .884 |
| MP+p | .831 | - | - | .720 | .546 | .894 | | | OnlyMaxEmb* | .843 | .874 | .732 | .923 | .766 | .608 | .924 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| OnlyMinEmb* | .838 | .878 | .719 | .918 | .763 | .602 | .924 |
| Allfeatures | .849 | .894 | .732 | .921 | .767 | .608 | .925 | | 0 |
| Req. | Pseudorandom<br>PFNC | ModelcheckingTA<br>PFNC | BDIagents<br>PFNC |
| --- | --- | --- | --- |
| CooperativeManufacturingAssistant(160testspermethod) | | | | | | 1<br>2<br>3<br>4<br>5<br>6 | 19<br>3<br>24<br>57<br>33<br>160 | 4<br>0<br>0<br>0<br>31<br>0 | 137<br>157<br>136<br>103<br>96<br>0 | 37<br>35<br>97<br>99<br>128<br>160 | 50<br>10<br>0<br>0<br>2<br>0 | 73<br>115<br>63<br>61<br>30<br>0 | 45<br>31<br>63<br>72<br>79<br>160 | 16<br>5<br>2<br>0<br>4<br>0 | 99<br>124<br>95<br>88<br>77<br>0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| HomeCareAssistant(50testspermethod) | | | | | | | | | |
| 1<br>2<br>3<br>4 | 16<br>19<br>38<br>13 | 7<br>7<br>11<br>36 | 27<br>24<br>1<br>1 | 19<br>13<br>29<br>2 | 11<br>16<br>19<br>46 | 20<br>21<br>2<br>2 | 17<br>21<br>40<br>10 | 6<br>7<br>8<br>38 | 27<br>22<br>2<br>2 | | 1 |
| Req. | Pseudorandom<br>PFNC | ModelcheckingTA<br>PFNC | BDIagents<br>PFNC |
| --- | --- | --- | --- |
| CooperativeManufacturingAssistant(160testspermethod) | | | | | | Similar | | | | |
| --- | --- | --- | --- | --- |
| | K | N.TFT | B. | C. |
| Averse<br>Neutral<br>Mix<br>Seeker<br>SBV | 0.241<br>0.259<br>0.250<br>0.169<br>0.181 | 0.160<br>0.164<br>0.216<br>0.248<br>0.150 | 0.238<br>0.224<br>0.267<br>0.283<br>0.184 | 0.372<br>0.557<br>0.520<br>0.615<br>0.552 |
| AverageSimilarity | | | | |
| | K | N.TFT | B. | C. |
| Averse<br>Neutral<br>Mix<br>Seeker<br>SBV | 0.188<br>0.248<br>0.231<br>0.149<br>0.168 | 0.147<br>0.158<br>0.171<br>0.162<br>0.137 | 0.186<br>0.224<br>0.222<br>0.224<br>0.170 | 0.308<br>0.390<br>0.383<br>0.477<br>0.324 |
| Dissimilar | | | | |
| | K | N.TFT | B. | C. |
| Averse<br>Neutral<br>Mix<br>Seeker<br>SBV | 0.203<br>0.209<br>0.228<br>0.060<br>0.07 | 0.167<br>0.196<br>0.183<br>0.247<br>0.16 | 0.245<br>0.271<br>0.265<br>0.294<br>0.128 | 0.373<br>0.475<br>0.452<br>0.566<br>0.257 | | 0 |
| Req. | Pseudorandom<br>PFNC | ModelcheckingTA<br>PFNC | BDIagents<br>PFNC | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| CooperativeManufacturingAssistant(160testspermethod) | | | | | | | | | |
| 1<br>2<br>3<br>4<br>5<br>6 | 19<br>3<br>24<br>57<br>33<br>160 | 4<br>0<br>0<br>0<br>31<br>0 | 137<br>157<br>136<br>103<br>96<br>0 | 37<br>35<br>97<br>99<br>128<br>160 | 50<br>10<br>0<br>0<br>2<br>0 | 73<br>115<br>63<br>61<br>30<br>0 | 45<br>31<br>63<br>72<br>79<br>160 | 16<br>5<br>2<br>0<br>4<br>0 | 99<br>124<br>95<br>88<br>77<br>0 | | | HomeCareAssistant(50testspermethod) | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1<br>2<br>3<br>4 | 16<br>19<br>38<br>13 | 7<br>7<br>11<br>36 | 27<br>24<br>1<br>1 | 19<br>13<br>29<br>2 | 11<br>16<br>19<br>46 | 20<br>21<br>2<br>2 | 17<br>21<br>40<br>10 | 6<br>7<br>8<br>38 | 27<br>22<br>2<br>2 | | 1 |
| Req. | Pseudorandom<br>PFNC | ModelcheckingTA<br>PFNC | BDIagents<br>PFNC | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| CooperativeManufacturingAssistant(160testspermethod) | | | | | | | | | |
| 1<br>2<br>3<br>4<br>5<br>6 | 19<br>3<br>24<br>57<br>33<br>160 | 4<br>0<br>0<br>0<br>31<br>0 | 137<br>157<br>136<br>103<br>96<br>0 | 37<br>35<br>97<br>99<br>128<br>160 | 50<br>10<br>0<br>0<br>2<br>0 | 73<br>115<br>63<br>61<br>30<br>0 | 45<br>31<br>63<br>72<br>79<br>160 | 16<br>5<br>2<br>0<br>4<br>0 | 99<br>124<br>95<br>88<br>77<br>0 | | | Averse<br>Neutral<br>Mix<br>Seeker<br>SBV | 0.188<br>0.248<br>0.231<br>0.149<br>0.168 | 0.147<br>0.158<br>0.171<br>0.162<br>0.137 | 0.186<br>0.224<br>0.222<br>0.224<br>0.170 | 0.308<br>0.390<br>0.383<br>0.477<br>0.324 |
| --- | --- | --- | --- | --- |
| Dissimilar | | | | |
| | K | N.TFT | B. | C. |
| Averse<br>Neutral<br>Mix<br>Seeker<br>SBV | 0.203<br>0.209<br>0.228<br>0.060<br>0.07 | 0.167<br>0.196<br>0.183<br>0.247<br>0.16 | 0.245<br>0.271<br>0.265<br>0.294<br>0.128 | 0.373<br>0.475<br>0.452<br>0.566<br>0.257 | | 0 |
| QAP | MIN | PATH | QPB | GRAD | U |
| --- | --- | --- | --- | --- | --- |
| chr12c | 11156 | 18048 | 20306 | 19014 | 40370 |
| chr15a | 9896 | 19086 | 26132 | 30370 | 60986 |
| chr15c | 9504 | 16206 | 29862 | 23686 | 76318 | | | chr20b | 2298 | 5560 | 6674 | 6290 | 10022 |
| --- | --- | --- | --- | --- | --- |
| chr22b | 6194 | 8500 | 9942 | 9658 | 13118 |
| esc16b | 292 | 300 | 296 | 298 | 306 |
| rou12 | 235528 | 256320 | 278834 | 273438 | 295752 |
| rou15 | 354210 | 391270 | 381016 | 457908 | 480352 |
| rou20 | 725522 | 778284 | 804676 | 840120 | 905246 |
| tai10a | 135028 | 152534 | 165364 | 168096 | 189852 |
| tai15a | 388214 | 419224 | 455778 | 451164 | 483596 |
| tai17a | 491812 | 530978 | 550852 | 589814 | 620964 |
| tai20a | 703482 | 753712 | 799790 | 871480 | 915144 |
| tai30a | 1818146 | 1903872 | 1996442 | 2077958 | 2213846 |
| tai35a | 2422002 | 2555110 | 2720986 | 2803456 | 2925390 |
| tai40a | 3139370 | 3281830 | 3529402 | 3668044 | 3727478 | | 1 |
| QAP | MIN | PATH | QPB | GRAD | U |
| --- | --- | --- | --- | --- | --- |
| chr12c | 11156 | 18048 | 20306 | 19014 | 40370 |
| chr15a | 9896 | 19086 | 26132 | 30370 | 60986 |
| chr15c | 9504 | 16206 | 29862 | 23686 | 76318 | | | Applicati | nVEX1 | VEX2 | VEX4 | VEX8 | VEX16 |
| --- | --- | --- | --- | --- | --- |
| fsdither | 143768 | 99667 | 84053 | 80412 | 79949 |
| hilcurv | 382248 | 214232 | 144607 | 144598 | 144596 |
| htpack | 33871 | 26418 | 21811 | 16339 | 15621 |
| htunpack | 33947 | 24759 | 20152 | 12234 | 10445 |
| xteaenc | 466824 | 256793 | 234399 | 222079 | 220167 |
| xteadec | 463349 | 255375 | 240186 | 226287 | 223895 | | 0 |
| QAP | MIN | PATH | QPB | GRAD | U |
| --- | --- | --- | --- | --- | --- |
| chr12c | 11156 | 18048 | 20306 | 19014 | 40370 |
| chr15a | 9896 | 19086 | 26132 | 30370 | 60986 | | | chr15c | 9504 | 16206 | 29862 | 23686 | 76318 |
| --- | --- | --- | --- | --- | --- |
| chr20b | 2298 | 5560 | 6674 | 6290 | 10022 |
| chr22b | 6194 | 8500 | 9942 | 9658 | 13118 |
| esc16b | 292 | 300 | 296 | 298 | 306 |
| rou12 | 235528 | 256320 | 278834 | 273438 | 295752 |
| rou15 | 354210 | 391270 | 381016 | 457908 | 480352 |
| rou20 | 725522 | 778284 | 804676 | 840120 | 905246 |
| tai10a | 135028 | 152534 | 165364 | 168096 | 189852 |
| tai15a | 388214 | 419224 | 455778 | 451164 | 483596 |
| tai17a | 491812 | 530978 | 550852 | 589814 | 620964 |
| tai20a | 703482 | 753712 | 799790 | 871480 | 915144 |
| tai30a | 1818146 | 1903872 | 1996442 | 2077958 | 2213846 |
| tai35a | 2422002 | 2555110 | 2720986 | 2803456 | 2925390 |
| tai40a | 3139370 | 3281830 | 3529402 | 3668044 | 3727478 | | 1 |
| QAP | MIN | PATH | QPB | GRAD | U |
| --- | --- | --- | --- | --- | --- |
| chr12c | 11156 | 18048 | 20306 | 19014 | 40370 |
| chr15a | 9896 | 19086 | 26132 | 30370 | 60986 | | | htunpack | 33947 | 24759 | 20152 | 12234 | 10445 |
| --- | --- | --- | --- | --- | --- |
| xteaenc | 466824 | 256793 | 234399 | 222079 | 220167 |
| xteadec | 463349 | 255375 | 240186 | 226287 | 223895 | | 0 |
| Method | MORPHAlbum2 | FG-NET |
| --- | --- | --- |
| AGES | 8.83 | 6.77 |
| OHRank | 6.07 | 4.48 |
| CA-SVR | 5.88 | 4.67 |
| DLA | 4.77 | 4.26 |
| BIF+KCCA | 3.98 | – |
| CNN(Multi-Task) | 3.63 | – | | | MF+VisReg | 3.45 | – |
| --- | --- | --- |
| DEX | 3.25 | 4.63 |
| DEX(IMDB-WIKI) | 2.68 | 3.09 |
| R-SAAFc2(IMDB-WIKI) | – | 3.01 |
| DLDL | 2.42 | – |
| AL-RoR-34 | 2.36 | 2.39 | | 1 |
| Method | MORPHAlbum2 | FG-NET |
| --- | --- | --- |
| AGES | 8.83 | 6.77 |
| OHRank | 6.07 | 4.48 |
| CA-SVR | 5.88 | 4.67 |
| DLA | 4.77 | 4.26 |
| BIF+KCCA | 3.98 | – |
| CNN(Multi-Task) | 3.63 | – | | | Method | LPBA40 | OASIS | Fetal |
| --- | --- | --- | --- |
| Auto-U-net | 10.03 | 22.85 | 14.11 |
| U-net | 4.57 | 11.36 | 6.87 |
| Auto-2.5D-CNN | 794.42 | 641.26 | 501.73 |
| 2.5D-CNN | 396.23 | 320.12 | 244.9 |
| PCNN | 36.51 | 40.99 | - |
| BET | 2.04 | 1.96 | 1.62 |
| 3dSkullStrip | 130.4 | 119.12 | 82.72 |
| Robex | 52.10 | 63.25 | - |
| HWA | 18.73 | 13.42 | - | | 0 |
| Method | MORPHAlbum2 | FG-NET |
| --- | --- | --- |
| AGES | 8.83 | 6.77 |
| OHRank | 6.07 | 4.48 |
| CA-SVR | 5.88 | 4.67 |
| DLA | 4.77 | 4.26 |
| BIF+KCCA | 3.98 | – |
| CNN(Multi-Task) | 3.63 | – |
| MF+VisReg | 3.45 | – |
| DEX | 3.25 | 4.63 |
| DEX(IMDB-WIKI) | 2.68 | 3.09 | | | R-SAAFc2(IMDB-WIKI) | – | 3.01 |
| --- | --- | --- |
| DLDL | 2.42 | – |
| AL-RoR-34 | 2.36 | 2.39 | | 1 |
| Method | MORPHAlbum2 | FG-NET |
| --- | --- | --- |
| AGES | 8.83 | 6.77 |
| OHRank | 6.07 | 4.48 |
| CA-SVR | 5.88 | 4.67 |
| DLA | 4.77 | 4.26 |
| BIF+KCCA | 3.98 | – |
| CNN(Multi-Task) | 3.63 | – |
| MF+VisReg | 3.45 | – |
| DEX | 3.25 | 4.63 |
| DEX(IMDB-WIKI) | 2.68 | 3.09 | | | PCNN | 36.51 | 40.99 | - |
| --- | --- | --- | --- |
| BET | 2.04 | 1.96 | 1.62 |
| 3dSkullStrip | 130.4 | 119.12 | 82.72 |
| Robex | 52.10 | 63.25 | - |
| HWA | 18.73 | 13.42 | - | | 0 |
| Parameter | Value |
| --- | --- |
| D0 | 22<br>O(cdT(n)) |
| m,m12 | O(cdT(n)log(n/d)) |
| m3 | O(cdT(n)log(n/d)) |
| m4 | O(cdDT(n)log(n/d)) |
| t1 | O(n/(cdT(n))) | | | t2 | O(nD/(cdT(n))) |
| --- | --- |
| e,e,e,e1234 | Ω(ηdlog(n/d)/(1−η)) |
| m,i∈[4] | O(m/(1−η))i | | 1 |
| Parameter | Value |
| --- | --- |
| D0 | 22<br>O(cdT(n)) |
| m,m12 | O(cdT(n)log(n/d)) |
| m3 | O(cdT(n)log(n/d)) |
| m4 | O(cdDT(n)log(n/d)) |
| t1 | O(n/(cdT(n))) | | | Parameter | Value |
| --- | --- |
| D0 | 2<br>O(dlogn) |
| m,m12 | O(d(logn)/(1−p)) |
| m3 | O(d(logn)/(1−p)) |
| m4 | O(dD(logn)/(1−p)) |
| e | Ω(ηdlogn) | | 0 |
| Parameter | Value |
| --- | --- |
| D0 | 22<br>O(cdT(n)) |
| m,m12 | O(cdT(n)log(n/d)) | | | m3 | O(cdT(n)log(n/d)) |
| --- | --- |
| m4 | O(cdDT(n)log(n/d)) |
| t1 | O(n/(cdT(n))) |
| t2 | O(nD/(cdT(n))) |
| e,e,e,e1234 | Ω(ηdlog(n/d)/(1−η)) |
| m,i∈[4] | O(m/(1−η))i | | 1 |
| Parameter | Value |
| --- | --- |
| D0 | 22<br>O(cdT(n)) |
| m,m12 | O(cdT(n)log(n/d)) | | | m4 | O(dD(logn)/(1−p)) |
| --- | --- |
| e | Ω(ηdlogn) | | 0 |
| θ | Basis1 | Basis2 | Basis3 | Basis4 | Basis5 | Basis6 | Basis7 | Endpoint |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ShoulderY | 1.0 | 0.760 | -0.03 | 0.641 | 0.274 | 0.187 | -0.77 | 0.164 | | | ShoulderX | 0.164 | -0.99 | 0.029 | -1.0 | -0.39 | -0.40 | -0.75 | 0.927 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ArmZ | -0.69 | 0.927 | -0.47 | -0.77 | 0.084 | -0.05 | 0.221 | -0.88 |
| ElbowY | -0.72 | 0.775 | -0.88 | 0.532 | -0.98 | 1.0 | -0.70 | 0.886 | | 1 |
| θ | Basis1 | Basis2 | Basis3 | Basis4 | Basis5 | Basis6 | Basis7 | Endpoint |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ShoulderY | 1.0 | 0.760 | -0.03 | 0.641 | 0.274 | 0.187 | -0.77 | 0.164 | | | Method | Torso | Head | U.Leg | L.Leg | U.Arm | L.Arm | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | 81.4 | 75.6 | 63.2 | 55.1 | 47.6 | 31.7 | 55.2 |
| | 85.4 | 76.1 | 73.4 | 65.4 | 64.7 | 46.9 | 66.2 |
| | 97.6 | 93.2 | 83.9 | 75.1 | 72.0 | 48.3 | 74.9 |
| ,3Layers | 97.1 | 92.2 | 85.1 | 76.1 | 71.0 | 45.1 | 74.4 |
| ,4Layers | 96.1 | 92.7 | 81.2 | 71.0 | 69.5 | 39.0 | 71.0 |
| MST | 91.2 | 88.8 | 82.0 | 73.2 | 73.2 | 48.6 | 73.6 |
| OA-MST | 92.0 | 89.3 | 84.6 | 77.1 | 74.1 | 50.2 | 75.4 | | 0 |
| θ | Basis1 | Basis2 | Basis3 | Basis4 | Basis5 | Basis6 | Basis7 | Endpoint |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ShoulderY | 1.0 | 0.760 | -0.03 | 0.641 | 0.274 | 0.187 | -0.77 | 0.164 | | | ShoulderX | 0.164 | -0.99 | 0.029 | -1.0 | -0.39 | -0.40 | -0.75 | 0.927 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ArmZ | -0.69 | 0.927 | -0.47 | -0.77 | 0.084 | -0.05 | 0.221 | -0.88 |
| ElbowY | -0.72 | 0.775 | -0.88 | 0.532 | -0.98 | 1.0 | -0.70 | 0.886 | | 1 |
| θ | Basis1 | Basis2 | Basis3 | Basis4 | Basis5 | Basis6 | Basis7 | Endpoint |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ShoulderY | 1.0 | 0.760 | -0.03 | 0.641 | 0.274 | 0.187 | -0.77 | 0.164 | | | | 85.4 | 76.1 | 73.4 | 65.4 | 64.7 | 46.9 | 66.2 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | 97.6 | 93.2 | 83.9 | 75.1 | 72.0 | 48.3 | 74.9 |
| ,3Layers | 97.1 | 92.2 | 85.1 | 76.1 | 71.0 | 45.1 | 74.4 |
| ,4Layers | 96.1 | 92.7 | 81.2 | 71.0 | 69.5 | 39.0 | 71.0 |
| MST | 91.2 | 88.8 | 82.0 | 73.2 | 73.2 | 48.6 | 73.6 |
| OA-MST | 92.0 | 89.3 | 84.6 | 77.1 | 74.1 | 50.2 | 75.4 | | 0 |
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