premise string | hypothesis string | label int64 |
|---|---|---|
| UsingG<br>Semantic | OSL | FSL | ZSL | GZSL | | |
| --- | --- | --- | --- | --- | --- | --- |
| HM | accs | accu | | | | |
| Top1:att<br>mAP:att | 82.8<br>86.9 | 87.4<br>92.0 | 76.2<br>71.7 | 50.8<br>50.0 | 43.2<br>41.2 | 61.7<br>63.6 | | | Top1:w2v<br>mAP:w2v | 76.9<br>82.0 | 84.7<br>89.5 | 56.4<br>50.8 | 43.6<br>38.5 | 42.8<br>35.3 | 44.6<br>42.5 |
| --- | --- | --- | --- | --- | --- | --- |
| Top1:glo<br>mAP:glo | 78.2<br>83.7 | 85.8<br>89.6 | 60.7<br>54.3 | 44.7<br>42.2 | 46.4<br>37.8 | 43.2<br>47.9 | | 1 |
| UsingG<br>Semantic | OSL | FSL | ZSL | GZSL | | |
| --- | --- | --- | --- | --- | --- | --- |
| HM | accs | accu | | | | |
| Top1:att<br>mAP:att | 82.8<br>86.9 | 87.4<br>92.0 | 76.2<br>71.7 | 50.8<br>50.0 | 43.2<br>41.2 | 61.7<br>63.6 | | | Top1:G | AwA | CUB | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| HM | accs | accu | HM | accs | accu | |
| DAP<br>IAP<br>ConSE<br>SynC<br>MFMR | 4.7<br>3.3<br>16.9<br>0.8<br>29.60 | 77.9<br>76.8<br>75.9<br>81.0<br>75.6 | 2.4<br>1.7<br>9.5<br>0.4<br>18.4 | 7.5<br>2.0<br>3.5<br>22.3<br>- | 55.1<br>69.4<b... | 0 |
| UsingG<br>Semantic | OSL | FSL | ZSL | GZSL |
| --- | --- | --- | --- | --- |
| HM | accs | accu | | | | | Top1:att<br>mAP:att | 82.8<br>86.9 | 87.4<br>92.0 | 76.2<br>71.7 | 50.8<br>50.0 | 43.2<br>41.2 | 61.7<br>63.6 |
| --- | --- | --- | --- | --- | --- | --- |
| Top1:w2v<br>mAP:w2v | 76.9<br>82.0 | 84.7<br>89.5 | 56.4<br>50.8 | 43.6<br>38.5 | 42.8<br>35.3 | 44.6<br>42.5 |
| Top1:glo<br>mAP:glo | 78.2<br>83.7 | 85.8<br>8... | 1 |
| UsingG<br>Semantic | OSL | FSL | ZSL | GZSL |
| --- | --- | --- | --- | --- |
| HM | accs | accu | | | | | OurGZSL | 50.8 | 43.2 | 61.7 | 29.5 | 23.4 | 39.9 |
| --- | --- | --- | --- | --- | --- | --- |
| OurZSL | 76.2 | 44.0 | | | | | | 0 |
| Model | Valid.Perp. | TestPerp. |
| --- | --- | --- |
| Baseline | 41.46 | 40.72 | | | Multi-Token(L=1) | 49.86 | 50.99 |
| --- | --- | --- |
| Multi-Token(L=2) | 38.61 | 37.22 |
| Multi-Token(L=3) | 33.01 | 32.19 |
| Multi-Emb(E=2) | 40.30 | 39.28 |
| Multi-Emb(E=3) | 45.72 | 44.40 | | 1 |
| Model | Valid.Perp. | TestPerp. |
| --- | --- | --- |
| Baseline | 41.46 | 40.72 | | | Model | Valid.Perp. | TestPerp. |
| --- | --- | --- |
| Baseline | 47.64 | 48.62 |
| Multi-Token(L=1) | 45.69 | 47.21 |
| Multi-Token(L=2) | 44.15 | 46.12 |
| Multi-Token(L=3) | 45.19 | 46.84 |
| Multi-Emb(E=2) | 44.80 | 46.32 |
| Multi-Emb(E=3) | 42.76 | 43.78 | | 0 |
| Model | Valid.Perp. | TestPerp. |
| --- | --- | --- |
| Baseline | 41.46 | 40.72 | | | Multi-Token(L=1) | 49.86 | 50.99 |
| --- | --- | --- |
| Multi-Token(L=2) | 38.61 | 37.22 |
| Multi-Token(L=3) | 33.01 | 32.19 |
| Multi-Emb(E=2) | 40.30 | 39.28 |
| Multi-Emb(E=3) | 45.72 | 44.40 | | 1 |
| Model | Valid.Perp. | TestPerp. |
| --- | --- | --- |
| Baseline | 41.46 | 40.72 | | | Multi-Token(L=2) | 44.15 | 46.12 |
| --- | --- | --- |
| Multi-Token(L=3) | 45.19 | 46.84 |
| Multi-Emb(E=2) | 44.80 | 46.32 |
| Multi-Emb(E=3) | 42.76 | 43.78 | | 0 |
| | selectivity | indegree | outdegree | closeness | betweenness |
| --- | --- | --- | --- | --- | --- |
| 1. | novine(newspaper) | i(and) | i(and) | i(and) | i(and) |
| 2. | temelju(basedon) | u(in) | u(in) | ili(or) | u(in) |
| 3. | manjinu(minority) | za(for) | je(is) | je(is) | za(for) |
| 4. | srpsku(Serbian) | n... | | 7. | osiguranju(insurance) | te(and) | na(on) | zakona(law) | se(self) |
| --- | --- | --- | --- | --- | --- |
| 8. | narodnim(national) | je(is) | o(on) | a(but) | o(on) |
| 9. | novinama(newspaper) | se(self) | te(and) | skrbi(welfare) | te(and) |
| 10. | kriza(crisis) | s(with) | ˇclanak(article) | HRT-a(HRT-a) | ... | 1 |
| | selectivity | indegree | outdegree | closeness | betweenness |
| --- | --- | --- | --- | --- | --- |
| 1. | novine(newspaper) | i(and) | i(and) | i(and) | i(and) |
| 2. | temelju(basedon) | u(in) | u(in) | ili(or) | u(in) |
| 3. | manjinu(minority) | za(for) | je(is) | je(is) | za(for) |
| 4. | srpsku(Serbian) | n... | | | selectivity | indegree | outdegree | closeness | betweenness |
| --- | --- | --- | --- | --- | --- |
| 1. | stupastih(cage) | i(and) | i(and) | i(and) | i(and) |
| 2. | populaciju(population) | u(in) | u(in) | se(self) | u(in) |
| 3. | izdanje(issue) | na(on) | je(is) | je(is) | je(is) |
| 4. | online(online) | je... | 0 |
| | selectivity | indegree | outdegree | closeness | betweenness |
| --- | --- | --- | --- | --- | --- |
| 1. | novine(newspaper) | i(and) | i(and) | i(and) | i(and) |
| 2. | temelju(basedon) | u(in) | u(in) | ili(or) | u(in) |
| 3. | manjinu(minority) | za(for) | je(is) | je(is) | za(for) | | | 4. | srpsku(Serbian) | na(on) | za(for) | se(self) | ili(or) |
| --- | --- | --- | --- | --- | --- |
| 5. | sladu(harmony) | ili(or) | se(self) | da(that) | na(on) |
| 6. | snagu(strength) | iz(from) | ili(or) | usluga(service) | je(is) |
| 7. | osiguranju(insurance) | te(and) | na(on) | zakona(law) | se(self) |
| 8.... | 1 |
| | selectivity | indegree | outdegree | closeness | betweenness |
| --- | --- | --- | --- | --- | --- |
| 1. | novine(newspaper) | i(and) | i(and) | i(and) | i(and) |
| 2. | temelju(basedon) | u(in) | u(in) | ili(or) | u(in) |
| 3. | manjinu(minority) | za(for) | je(is) | je(is) | za(for) | | | 2. | populaciju(population) | u(in) | u(in) | se(self) | u(in) |
| --- | --- | --- | --- | --- | --- |
| 3. | izdanje(issue) | na(on) | je(is) | je(is) | je(is) |
| 4. | online(online) | je(is) | se(self) | su(are) | na(on) |
| 5. | webshop(webshop) | ili(or) | na(on) | a(but) | se(self) |
| 6. | matrica(matrix) | a(... | 0 |
| Method | Accuracy | | |
| --- | --- | --- | --- |
| subjectA | subjectB | subjectC | |
| originaldata | 0.6482 | 0.6015 | 0.6338 |
| PCA | 0.6529 | 0.5957 | 0.6100 |
| RPCA | 0.6656 | 0.5925 | 0.6186 |
| GBF | 0.6638 | 0.6026 | 0.5970 | | | 2-layerAE | 0.6610 | 0.5983 | 0.6302 |
| --- | --- | --- | --- |
| 4-layerAE | 0.6693 | 0.5939 | 0.6323 |
| proposedmodel | 0.6833 | 0.6414 | 0.6435 | | 1 |
| Method | Accuracy | | |
| --- | --- | --- | --- |
| subjectA | subjectB | subjectC | |
| originaldata | 0.6482 | 0.6015 | 0.6338 |
| PCA | 0.6529 | 0.5957 | 0.6100 |
| RPCA | 0.6656 | 0.5925 | 0.6186 |
| GBF | 0.6638 | 0.6026 | 0.5970 | | | | UnderSegmentation | Accuracy | MCC | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Method | Mean | SD | Mean | SD | Mean | SD |
| OurMethod | 2.643167 | 2.667397 | 99.01979 | 0.575767 | 0.938438 | 0.033661 |
| 2-ClassCNN | 8.944368 | 9.749133 | 96.76865 | 1.907359 | 0.852528 | 0.047596 |
| U-Net | 2.75880... | 0 |
| Method | Accuracy | | |
| --- | --- | --- | --- |
| subjectA | subjectB | subjectC | |
| originaldata | 0.6482 | 0.6015 | 0.6338 |
| PCA | 0.6529 | 0.5957 | 0.6100 |
| RPCA | 0.6656 | 0.5925 | 0.6186 |
| GBF | 0.6638 | 0.6026 | 0.5970 |
| 2-layerAE | 0.6610 | 0.5983 | 0.6302 | | | 4-layerAE | 0.6693 | 0.5939 | 0.6323 |
| --- | --- | --- | --- |
| proposedmodel | 0.6833 | 0.6414 | 0.6435 | | 1 |
| Method | Accuracy | | |
| --- | --- | --- | --- |
| subjectA | subjectB | subjectC | |
| originaldata | 0.6482 | 0.6015 | 0.6338 |
| PCA | 0.6529 | 0.5957 | 0.6100 |
| RPCA | 0.6656 | 0.5925 | 0.6186 |
| GBF | 0.6638 | 0.6026 | 0.5970 |
| 2-layerAE | 0.6610 | 0.5983 | 0.6302 | | | U-Net | 2.758809 | 0.343256 | 99.69015 | 0.016499 | 0.977921 | 0.000479 |
| --- | --- | --- | --- | --- | --- | --- |
| LevelSet | 27.792356 | 22.945279 | 96.98377 | 1.231796 | 0.792400 | 0.066891 | | 0 |
| LoadBalance[5 | 1.658 |
| --- | --- |
| 17 | 1.656 |
| 42 | 1.652 |
| 102 | 1.644 | | | 114 | 1.297 |
| --- | --- |
| 132 | 1.000 | | 1 |
| LoadBalance[5 | 1.658 |
| --- | --- |
| 17 | 1.656 |
| 42 | 1.652 |
| 102 | 1.644 | | | setting-1 |
| --- |
| 54.2 |
| 75.5 |
| 76.5 |
| 79.3 |
| 80.5 |
| 83.6 |
| 85.1 |
| 86.7 | | 0 |
| LoadBalance[5 | 1.658 |
| --- | --- |
| 17 | 1.656 |
| 42 | 1.652 | | | 102 | 1.644 |
| --- | --- |
| 114 | 1.297 |
| 132 | 1.000 | | 1 |
| LoadBalance[5 | 1.658 |
| --- | --- |
| 17 | 1.656 |
| 42 | 1.652 | | | 79.3 |
| --- |
| 80.5 |
| 83.6 |
| 85.1 |
| 86.7 | | 0 |
| ID | System-call | Group |
| --- | --- | --- |
| 0 | NtOpenSection | Memory |
| 1 | ACCESSMASK | ACCESSMASK |
| 2 | POBJECTATTRIBUTES | Object |
| 3 | NtQueryAttributesFile | File |
| 4 | NtRaiseHardError | Process |
| 5 | NTSTATUS | NTSTATUS |
| 6 | ULONG | ULONG | | | 7 | PULONGPTR | Process |
| --- | --- | --- |
| 8 | HARDERRORRESPONSEOPTION | Process | | 1 |
| ID | System-call | Group |
| --- | --- | --- |
| 0 | NtOpenSection | Memory |
| 1 | ACCESSMASK | ACCESSMASK |
| 2 | POBJECTATTRIBUTES | Object |
| 3 | NtQueryAttributesFile | File |
| 4 | NtRaiseHardError | Process |
| 5 | NTSTATUS | NTSTATUS |
| 6 | ULONG | ULONG | | | Description | AccessDescriptor |
| --- | --- |
| Read-onlyaccess | access.READ |
| Write-onlyaccess | access.WRITE |
| Readandwriteaccess | access.RW |
| Incrementalaccess | access.INC |
| Incrementalaccess,<br>initialisetozero | access.INCZERO | | 0 |
| ID | System-call | Group |
| --- | --- | --- |
| 0 | NtOpenSection | Memory |
| 1 | ACCESSMASK | ACCESSMASK |
| 2 | POBJECTATTRIBUTES | Object |
| 3 | NtQueryAttributesFile | File | | | 4 | NtRaiseHardError | Process |
| --- | --- | --- |
| 5 | NTSTATUS | NTSTATUS |
| 6 | ULONG | ULONG |
| 7 | PULONGPTR | Process |
| 8 | HARDERRORRESPONSEOPTION | Process | | 1 |
| ID | System-call | Group |
| --- | --- | --- |
| 0 | NtOpenSection | Memory |
| 1 | ACCESSMASK | ACCESSMASK |
| 2 | POBJECTATTRIBUTES | Object |
| 3 | NtQueryAttributesFile | File | | | Write-onlyaccess | access.WRITE |
| --- | --- |
| Readandwriteaccess | access.RW |
| Incrementalaccess | access.INC |
| Incrementalaccess,<br>initialisetozero | access.INCZERO | | 0 |
| Methods | r=1 | r=5 | r=20 |
| --- | --- | --- | --- |
| k-NN<br>inv-DAKR<br>bi-DAKR<br>re-ranking | 65.51<br>66.77<br>66.57<br>67.68 | 81.72<br>82.68<br>82.88<br>82.17 | 90.10<br>91.21<br>91.46<br>90.91 | | | k-NN<br>inv-DAKR<br>bi-DAKR<br>re-ranking | 64.95<br>65.15<br>66.36<br>67.17 | 81.01<br>82.58<br>82.63<br>81.41 | 89.90<br>90.56<br>91.67<br>90.25 |
| --- | --- | --- | --- |
| k-NN<br>inv-DAKR<br>bi-DAKR<br>re-ranking | 63.33<br>63.89<br>65.15<br>65.71 | 80.51<br>80.81<br>81.67<br>80.51 | 88.74<br>89.65<br>91.01<br>... | 1 |
| Methods | r=1 | r=5 | r=20 |
| --- | --- | --- | --- |
| k-NN<br>inv-DAKR<br>bi-DAKR<br>re-ranking | 65.51<br>66.77<br>66.57<br>67.68 | 81.72<br>82.68<br>82.88<br>82.17 | 90.10<br>91.21<br>91.46<br>90.91 | | | Size | Methods |
| --- | --- |
| 200 | inv-DAKR<br>bi-DAKR<br>re-ranking |
| 450 | inv-DAKR<br>bi-DAKR<br>re-ranking |
| 632 | inv-DAKR<br>bi-DAKR<br>re-ranking |
| 1025 | inv-DAKR<br>bi-DAKR<br>re-ranking |
| 12180 | inv-DAKR<br>bi-DAKR<br>re-ranking |
| 19732 | inv-DAKR<br>bi-DAKR<br>re-ranking | | 0 |
| Methods | r=1 | r=5 | r=20 |
| --- | --- | --- | --- |
| k-NN<br>inv-DAKR<br>bi-DAKR<br>re-ranking | 65.51<br>66.77<br>66.57<br>67.68 | 81.72<br>82.68<br>82.88<br>82.17 | 90.10<br>91.21<br>91.46<br>90.91 | | | k-NN<br>inv-DAKR<br>bi-DAKR<br>re-ranking | 64.95<br>65.15<br>66.36<br>67.17 | 81.01<br>82.58<br>82.63<br>81.41 | 89.90<br>90.56<br>91.67<br>90.25 |
| --- | --- | --- | --- |
| k-NN<br>inv-DAKR<br>bi-DAKR<br>re-ranking | 63.33<br>63.89<br>65.15<br>65.71 | 80.51<br>80.81<br>81.67<br>80.51 | 88.74<br>89.65<br>91.01<br>... | 1 |
| Methods | r=1 | r=5 | r=20 |
| --- | --- | --- | --- |
| k-NN<br>inv-DAKR<br>bi-DAKR<br>re-ranking | 65.51<br>66.77<br>66.57<br>67.68 | 81.72<br>82.68<br>82.88<br>82.17 | 90.10<br>91.21<br>91.46<br>90.91 | | | 1025 | inv-DAKR<br>bi-DAKR<br>re-ranking |
| --- | --- |
| 12180 | inv-DAKR<br>bi-DAKR<br>re-ranking |
| 19732 | inv-DAKR<br>bi-DAKR<br>re-ranking | | 0 |
| Experiment | Model | MSEPSNRSSIM |
| --- | --- | --- |
| T2*toCT | Cycle | 0.516(0.19)18.32(1.82)0.5716(0.15) | | | Dicycle | 0.287(0.11)23.71(1.17)0.7122(0.03) | |
| --- | --- | --- |
| CTtoT2* | Cycle | 0.521(0.22)19.12(1.60)0.5818(0.12) |
| Dicycle | 0.299(0.08)22.66(1.11)0.7556(0.02) | | | 1 |
| Experiment | Model | MSEPSNRSSIM |
| --- | --- | --- |
| T2*toCT | Cycle | 0.516(0.19)18.32(1.82)0.5716(0.15) | | | Experiment | Model | MSEPSNRSSIM |
| --- | --- | --- |
| PDtoT2 | Cycle | 0.586(0.25)19.52(1.62)0.6081(0.12) |
| Dicycle | 0.145(0.02)22.32(1.29)0.7842(0.03) | |
| T2toPD | Cycle | 0.561(0.22)19.42(1.61)0.6001(0.11) |
| Dicycle | 0.141(0.02)22.86(1.31)0.7714(0.02) | | | 0 |
| Experiment | Model | MSEPSNRSSIM |
| --- | --- | --- |
| T2*toCT | Cycle | 0.516(0.19)18.32(1.82)0.5716(0.15) | | | Dicycle | 0.287(0.11)23.71(1.17)0.7122(0.03) | |
| --- | --- | --- |
| CTtoT2* | Cycle | 0.521(0.22)19.12(1.60)0.5818(0.12) |
| Dicycle | 0.299(0.08)22.66(1.11)0.7556(0.02) | | | 1 |
| Experiment | Model | MSEPSNRSSIM |
| --- | --- | --- |
| T2*toCT | Cycle | 0.516(0.19)18.32(1.82)0.5716(0.15) | | | T2toPD | Cycle | 0.561(0.22)19.42(1.61)0.6001(0.11) |
| --- | --- | --- |
| Dicycle | 0.141(0.02)22.86(1.31)0.7714(0.02) | | | 0 |
| Model | Recall | Precision | F1-Score |
| --- | --- | --- | --- |
| AverageFusion | 0.90 | 0.92 | 0.91 |
| DempsterShaferFusion | 0.93 | 0.95 | 0.94 |
| Concatenation-FC | 0.91 | 0.89 | 0.90 | | | OP-Concatenation | 0.93 | 0.90 | 0.91 |
| --- | --- | --- | --- |
| OrderlessBilinear | 0.87 | 0.90 | 0.88 |
| OP-BilinearFusion | 0.97 | 0.96 | 0.96 | | 1 |
| Model | Recall | Precision | F1-Score |
| --- | --- | --- | --- |
| AverageFusion | 0.90 | 0.92 | 0.91 |
| DempsterShaferFusion | 0.93 | 0.95 | 0.94 |
| Concatenation-FC | 0.91 | 0.89 | 0.90 | | | Model | Recall | Precision | F1-Score |
| --- | --- | --- | --- |
| Concatenation-FC | 0.91 | 0.89 | 0.90 |
| OP-Concatenation | 0.93 | 0.90 | 0.91 |
| Bilinear-FC | 0.95 | 0.75 | 0.85 |
| OP-BilinearFusion | 0.97 | 0.96 | 0.96 | | 0 |
| Model | Recall | Precision | F1-Score |
| --- | --- | --- | --- |
| AverageFusion | 0.90 | 0.92 | 0.91 |
| DempsterShaferFusion | 0.93 | 0.95 | 0.94 |
| Concatenation-FC | 0.91 | 0.89 | 0.90 |
| OP-Concatenation | 0.93 | 0.90 | 0.91 | | | OrderlessBilinear | 0.87 | 0.90 | 0.88 |
| --- | --- | --- | --- |
| OP-BilinearFusion | 0.97 | 0.96 | 0.96 | | 1 |
| Model | Recall | Precision | F1-Score |
| --- | --- | --- | --- |
| AverageFusion | 0.90 | 0.92 | 0.91 |
| DempsterShaferFusion | 0.93 | 0.95 | 0.94 |
| Concatenation-FC | 0.91 | 0.89 | 0.90 |
| OP-Concatenation | 0.93 | 0.90 | 0.91 | | | Bilinear-FC | 0.95 | 0.75 | 0.85 |
| --- | --- | --- | --- |
| OP-BilinearFusion | 0.97 | 0.96 | 0.96 | | 0 |
| Method | ODS | OIS | AP |
| --- | --- | --- | --- |
| SE | 0.643 | 0.680 | 0.608 | | | HED | 0.677 | 0.715 | 0.618 |
| --- | --- | --- | --- |
| CEDN | 0.686 | 0.718 | 0.687 |
| FCSN | 0.698 | 0.729 | 0.705 | | 1 |
| Method | ODS | OIS | AP |
| --- | --- | --- | --- |
| SE | 0.643 | 0.680 | 0.608 | | | ODSOISAP |
| --- |
| 0.8000.800– |
| 0.5900.6200.578<br>0.7210.7390.768<br>0.7390.7590.792 |
| 0.7570.7760.790<br>0.7800.7970.814 |
| 0.7820.8000.779 | | 0 |
| Method | ODS | OIS | AP |
| --- | --- | --- | --- |
| SE | 0.643 | 0.680 | 0.608 |
| HED | 0.677 | 0.715 | 0.618 | | | CEDN | 0.686 | 0.718 | 0.687 |
| --- | --- | --- | --- |
| FCSN | 0.698 | 0.729 | 0.705 | | 1 |
| Method | ODS | OIS | AP |
| --- | --- | --- | --- |
| SE | 0.643 | 0.680 | 0.608 |
| HED | 0.677 | 0.715 | 0.618 | | | 0.5900.6200.578<br>0.7210.7390.768<br>0.7390.7590.792 |
| --- |
| 0.7570.7760.790<br>0.7800.7970.814 |
| 0.7820.8000.779 | | 0 |
| 0 | 10 | 20 | 30 | 40 | 50 | 60 |
| --- | --- | --- | --- | --- | --- | --- |
| 9.3 | 7.6 | 5.9 | 4.3 | 3.0 | 2.0 | 1.2 |
| 38.2 | 31.1 | 24.4 | 18.3 | 13.1 | 8.8 | 5.5 | | | 86.7 | 70.4 | 55.2 | 41.4 | 29.7 | 19.9 | 12.4 |
| --- | --- | --- | --- | --- | --- | --- |
| 155.4 | 125.9 | 98.9 | 74.4 | 53.5 | 36.1 | 22.5 |
| 326.0 | 264.5 | 207.6 | 156.2 | 111.9 | 75.7 | 47.1 | | 1 |
| 0 | 10 | 20 | 30 | 40 | 50 | 60 |
| --- | --- | --- | --- | --- | --- | --- |
| 9.3 | 7.6 | 5.9 | 4.3 | 3.0 | 2.0 | 1.2 |
| 38.2 | 31.1 | 24.4 | 18.3 | 13.1 | 8.8 | 5.5 | | | 47.0 | 41.1 | 22.0 | 32.9 | 17.4 | 16.2 | 32.1 | 39.1 | 14.9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 40.8 | 36.3 | 38.9 | 49.6 | 547.0 | 17.5 | 29.8 | 39.8 | 14.5 |
| 32.0 | 30.0 | 21.7 | 31.9 | 19.5 | 14.8 | 24.1 | 29.6 | 13.1 |
| 30.3 | 28.6 | 28.2 | 38.7 | 109.4 | 13.8 | 20.9 | 30.2 | 12.2 |
| ... | 0 |
| 0 | 10 | 20 | 30 | 40 | 50 | 60 |
| --- | --- | --- | --- | --- | --- | --- |
| 9.3 | 7.6 | 5.9 | 4.3 | 3.0 | 2.0 | 1.2 | | | 38.2 | 31.1 | 24.4 | 18.3 | 13.1 | 8.8 | 5.5 |
| --- | --- | --- | --- | --- | --- | --- |
| 86.7 | 70.4 | 55.2 | 41.4 | 29.7 | 19.9 | 12.4 |
| 155.4 | 125.9 | 98.9 | 74.4 | 53.5 | 36.1 | 22.5 |
| 326.0 | 264.5 | 207.6 | 156.2 | 111.9 | 75.7 | 47.1 | | 1 |
| 0 | 10 | 20 | 30 | 40 | 50 | 60 |
| --- | --- | --- | --- | --- | --- | --- |
| 9.3 | 7.6 | 5.9 | 4.3 | 3.0 | 2.0 | 1.2 | | | 30.3 | 28.6 | 28.2 | 38.7 | 109.4 | 13.8 | 20.9 | 30.2 | 12.2 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 43.5 | 38.6 | 35.9 | 46.7 | 49.3 | 16.2 | 35.3 | 48.7 | 14.5 | | 0 |
| Method | OldCI | NewCI |
| --- | --- | --- |
| Frequency(Monobit)Test | 0.595549 | 0.474986 |
| FrequencyTestwithinaBlock | 0.554420 | 0.897763 |
| RunsTest | 0.455937 | 0.816537 |
| LongestRunofOnesinaBlockTest | 0.016717 | 0.798139 |
| BinaryMatrixRankTest | 0.616305 | 0.262249 |
| DiscreteFourierTransform(Spectral... | | OverlappingTemplateMatchingTest | 0.334538 | 0.514124 |
| --- | --- | --- |
| Maurer’s“UniversalStatistical”Test | 0.032923 | 0.678686 |
| LinearComplexityTest | 0.401199 | 0.657933 |
| SerialTest*(m=10) | 0.013396 | 0.425346 |
| ApproximateEntropyTest(m=10) | 0.137282 | 0.637119 |
| CumulativeSums(Cusum)Test* | 0.04... | 1 |
| Method | OldCI | NewCI |
| --- | --- | --- |
| Frequency(Monobit)Test | 0.595549 | 0.474986 |
| FrequencyTestwithinaBlock | 0.554420 | 0.897763 |
| RunsTest | 0.455937 | 0.816537 |
| LongestRunofOnesinaBlockTest | 0.016717 | 0.798139 |
| BinaryMatrixRankTest | 0.616305 | 0.262249 |
| DiscreteFourierTransform(Spectral... | | Method | CIPRNG | XORshift | BBS |
| --- | --- | --- | --- |
| Frequency(Monobit)Test | 0.073128 | 0.145326 | 0.32435 |
| FrequencyTestwithinaBlock | 0.719128 | 0.028817 | 0.000000 |
| RunsTest | 0.314992 | 0.739918 | 0.000000 |
| LongestRunofOnesinaBlockTest | 0.445121 | 0.554420 | 0.000000 |
| BinaryMatrixRankTest ... | 0 |
| Method | OldCI | NewCI |
| --- | --- | --- |
| Frequency(Monobit)Test | 0.595549 | 0.474986 |
| FrequencyTestwithinaBlock | 0.554420 | 0.897763 | | | RunsTest | 0.455937 | 0.816537 |
| --- | --- | --- |
| LongestRunofOnesinaBlockTest | 0.016717 | 0.798139 |
| BinaryMatrixRankTest | 0.616305 | 0.262249 |
| DiscreteFourierTransform(Spectral)Test | 0.000190 | 0.007160 |
| Non-overlappingTemplateMatchingTest* | 0.532252 | 0.449916 |
| OverlappingTemplateMatchingTest |... | 1 |
| Method | OldCI | NewCI |
| --- | --- | --- |
| Frequency(Monobit)Test | 0.595549 | 0.474986 |
| FrequencyTestwithinaBlock | 0.554420 | 0.897763 | | | RunsTest | 0.314992 | 0.739918 | 0.000000 |
| --- | --- | --- | --- |
| LongestRunofOnesinaBlockTest | 0.445121 | 0.554420 | 0.000000 |
| BinaryMatrixRankTest | 0.888124 | 0.236810 | 0.000000 |
| DiscreteFourierTransform(Spectral)Test | 0.912003 | 0.514124 | 0.000000 |
| Non-overlappingTemplateMatchingTest* | 0.50045... | 0 |
| Mandarinsubset |
| --- |
| recallnDCGKendallSpearman | | | 0.19000.19970.16790.2480<br>0.23000.23340.18060.2678<br>0.25000.23690.22860.3374 |
| --- |
| 0.24000.23720.16710.2473 |
| 0.25000.25580.20180.2971<br>0.30000.29270.26650.3894 | | 1 |
| Mandarinsubset |
| --- |
| recallnDCGKendallSpearman | | | | Chinese | English |
| --- | --- | --- |
| Sentences | 13M | |
| Runningwords | 255M | 279M |
| Vocabulary | 370K | 833K |
| Tunesentences | 1844(NN),985(MERT) | |
| Testsentences | 1124 | | | 0 |
| Mandarinsubset |
| --- |
| recallnDCGKendallSpearman |
| 0.19000.19970.16790.2480<br>0.23000.23340.18060.2678<br>0.25000.23690.22860.3374 | | | 0.24000.23720.16710.2473 |
| --- |
| 0.25000.25580.20180.2971<br>0.30000.29270.26650.3894 | | 1 |
| Mandarinsubset |
| --- |
| recallnDCGKendallSpearman |
| 0.19000.19970.16790.2480<br>0.23000.23340.18060.2678<br>0.25000.23690.22860.3374 | | | Vocabulary | 370K | 833K |
| --- | --- | --- |
| Tunesentences | 1844(NN),985(MERT) | |
| Testsentences | 1124 | | | 0 |
| Method | Covered<br>Population |
| --- | --- |
| RandomChoice | 47.0 |
| Pengelal. | 106.9 |
| Pengetal.(Topic-based) | 56.0 |
| VectorSpace | 120.7 |
| proposed,d=0.0 | 103.9 |
| proposed,d=0.1 | 103.7 | | | proposed,d=0.2 | 93.0 |
| --- | --- |
| proposed,d=0.3 | 91.8 |
| proposed,d=0.4 | 92.0 |
| proposed,d=0.5 | 85.2 |
| proposed,d=0.6 | 75.9 |
| proposed,d=0.7 | 74.0 |
| proposed,d=0.8 | 69.4 |
| proposed,d=0.9 | 62.3 |
| proposed,d=1.0 | 56.6 | | 1 |
| Method | Covered<br>Population |
| --- | --- |
| RandomChoice | 47.0 |
| Pengelal. | 106.9 |
| Pengetal.(Topic-based) | 56.0 |
| VectorSpace | 120.7 |
| proposed,d=0.0 | 103.9 |
| proposed,d=0.1 | 103.7 | | | Method | R | P | F | F(mostactive) | F(leastactive) |
| --- | --- | --- | --- | --- | --- |
| RandomChoice | 0.001593 | 0.04874 | 0.003084 | - | - |
| Pengetal. | 0.001636 | 0.10046 | 0.003190 | - | - |
| Pengetal.(topic-based) | 0.001797 | 0.05881 | 0.003485 | - | - |
| VectorSpace. | 0.001883 | 0.24242 | 0.003685 |... | 0 |
| Method | Covered<br>Population |
| --- | --- |
| RandomChoice | 47.0 |
| Pengelal. | 106.9 |
| Pengetal.(Topic-based) | 56.0 |
| VectorSpace | 120.7 |
| proposed,d=0.0 | 103.9 |
| proposed,d=0.1 | 103.7 |
| proposed,d=0.2 | 93.0 |
| proposed,d=0.3 | 91.8 | | | proposed,d=0.4 | 92.0 |
| --- | --- |
| proposed,d=0.5 | 85.2 |
| proposed,d=0.6 | 75.9 |
| proposed,d=0.7 | 74.0 |
| proposed,d=0.8 | 69.4 |
| proposed,d=0.9 | 62.3 |
| proposed,d=1.0 | 56.6 | | 1 |
| Method | Covered<br>Population |
| --- | --- |
| RandomChoice | 47.0 |
| Pengelal. | 106.9 |
| Pengetal.(Topic-based) | 56.0 |
| VectorSpace | 120.7 |
| proposed,d=0.0 | 103.9 |
| proposed,d=0.1 | 103.7 |
| proposed,d=0.2 | 93.0 |
| proposed,d=0.3 | 91.8 | | | proposed,d=0.9 | 0.002221 | 0.09837 | 0.004318 | 0.004577 | 0.004076 |
| --- | --- | --- | --- | --- | --- |
| proposed,d=1.0 | 0.002019 | 0.12618 | 0.003925 | 0.003775 | 0.004070 | | 0 |
| Dataset | Site1 | Site2 | Site3 | Site4 | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Accuracy | Time | Accuracy | Time | Accuracy | Time | Accuracy | Time | | | Mfeat-Fac | 100 | 0.1365 | 100 | 0.256 | 100 | 0.143 | - | - |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Pendigits | 100 | 0.062 | 99.53 | 0.110 | 100 | 0.049 | 100 | 1.0132 |
| SDSS | 100 | 49.996 | 89.09 | 115.76 | 89.13 | 369.93 | 89.76 | 1728.097 | | 1 |
| Dataset | Site1 | Site2 | Site3 | Site4 | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Accuracy | Time | Accuracy | Time | Accuracy | Time | Accuracy | Time | | | Dataset | c | DPBook | EM | SVT | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1:1 | 1:3 | 1:k | 1:k | 1:1 | | | | |
| BMS-PO | 50 | 0.061 | 0.001 | 0.010 | 0.008 | 0.015 | 0.008 | 0.002 |
| 100 | 0.561 | 0.006 | 0.242 | 0.087 | 0.070 | 0.046 | 0.049 | |
| 150 | 0.674 | 0.048 | 0.502 | 0... | 0 |
| Dataset | Site1 | Site2 | Site3 | Site4 | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Accuracy | Time | Accuracy | Time | Accuracy | Time | Accuracy | Time | |
| Mfeat-Fac | 100 | 0.1365 | 100 | 0.256 | 100 | 0.143 | - | - | | | Pendigits | 100 | 0.062 | 99.53 | 0.110 | 100 | 0.049 | 100 | 1.0132 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SDSS | 100 | 49.996 | 89.09 | 115.76 | 89.13 | 369.93 | 89.76 | 1728.097 | | 1 |
| Dataset | Site1 | Site2 | Site3 | Site4 | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Accuracy | Time | Accuracy | Time | Accuracy | Time | Accuracy | Time | |
| Mfeat-Fac | 100 | 0.1365 | 100 | 0.256 | 100 | 0.143 | - | - | | | 300 | 0.986 | 0.315 | 0.981 | 0.976 | 0.975 | 0.971 | 0.967 | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| AOL | 50 | 0.219 | 0.001 | 0.011 | 0.009 | 0.014 | 0.008 | 0.002 |
| 100 | 0.995 | 0.004 | 0.746 | 0.066 | 0.078 | 0.022 | 0.548 | |
| 150 | 1.000 | 0.153 | 0.987 | 0.901 | 0.531 | 0.587 | 0.978... | 0 |
| Layer | AVGPower[mW] | ExecTime[ms] | L3-L2Time[ms] |
| --- | --- | --- | --- |
| conv1+pool | 89.01 | 12.95 | 0.02 |
| ReLU | 52.07 | 0.46 | — |
| conv2+ReLU | 87.96 | 11.12 | 0.13 |
| conv3 | 77.46 | 11.85 | 0.13 |
| conv4 | 83.56 | 5.49 | 0.02 |
| add | 37.75 | 0.12 | — |
| ReLU | 36.81 | 0.12 | — |
| conv5+ReLU |... | | fully1 | 30.76 | 0.04 | 0.09 |
| --- | --- | --- | --- |
| fully2 | 36.74 | 0.04 | 0.09 | | 1 |
| Layer | AVGPower[mW] | ExecTime[ms] | L3-L2Time[ms] |
| --- | --- | --- | --- |
| conv1+pool | 89.01 | 12.95 | 0.02 |
| ReLU | 52.07 | 0.46 | — |
| conv2+ReLU | 87.96 | 11.12 | 0.13 |
| conv3 | 77.46 | 11.85 | 0.13 |
| conv4 | 83.56 | 5.49 | 0.02 |
| add | 37.75 | 0.12 | — |
| ReLU | 36.81 | 0.12 | — |
| conv5+ReLU |... | | LayerswithDropout | Dropoutratio | |
| --- | --- | --- |
| 0.4 | 0.5 | |
| fc7+fc6 | 0.854 | 0.853 |
| fc7+fc6+conv5 | 0.853 | 0.854 |
| fc7+fc6+conv5+conv4 | 0.863 | 0.860 |
| fc7+fc6+conv5+conv4+conv3 | 0.855 | 0.856 |
| fc7+fc6+conv5+conv4+conv3+conv2 | 0.842 | 0.843 |
| fc7+fc6+conv5+conv4+conv3+conv2+conv1 | 0... | 0 |
| Layer | AVGPower[mW] | ExecTime[ms] | L3-L2Time[ms] |
| --- | --- | --- | --- |
| conv1+pool | 89.01 | 12.95 | 0.02 |
| ReLU | 52.07 | 0.46 | — |
| conv2+ReLU | 87.96 | 11.12 | 0.13 |
| conv3 | 77.46 | 11.85 | 0.13 | | | conv4 | 83.56 | 5.49 | 0.02 |
| --- | --- | --- | --- |
| add | 37.75 | 0.12 | — |
| ReLU | 36.81 | 0.12 | — |
| conv5+ReLU | 78.10 | 8.34 | 0.26 |
| conv6 | 91.72 | 9.35 | 0.51 |
| conv7 | 66.53 | 2.08 | 0.04 |
| add | 34.98 | 0.12 | — |
| ReLU | 34.01 | 0.11 | — |
| conv8+ReLU | 87.49 | 6.37 | 1.01 |
| conv9 | 89.6... | 1 |
| Layer | AVGPower[mW] | ExecTime[ms] | L3-L2Time[ms] |
| --- | --- | --- | --- |
| conv1+pool | 89.01 | 12.95 | 0.02 |
| ReLU | 52.07 | 0.46 | — |
| conv2+ReLU | 87.96 | 11.12 | 0.13 |
| conv3 | 77.46 | 11.85 | 0.13 | | | fc7+fc6+conv5+conv4+conv3 | 0.855 | 0.856 |
| --- | --- | --- |
| fc7+fc6+conv5+conv4+conv3+conv2 | 0.842 | 0.843 |
| fc7+fc6+conv5+conv4+conv3+conv2+conv1 | 0.799 | 0.782 | | 0 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=251.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | | -classe1930(attendus=200,ramenes=97.00,corrects=10.00)<br>rappel=0.050precision=0.103f-mesure=0.067 |
| --- |
| -classe1940(attendus=198,ramenes=494.00,corrects=82.00)<br>rappel=0.414precision=0.166f-mesure=0.237 |
| -surl’ensembledes15classes<br>macrorappel=0.116macroprecision=0.107macroF-mesure=0.111 | | 1 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=251.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | | -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=251.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | 0 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=251.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | | -classe1930(attendus=200,ramenes=97.00,corrects=10.00)<br>rappel=0.050precision=0.103f-mesure=0.067 |
| --- |
| -classe1940(attendus=198,ramenes=494.00,corrects=82.00)<br>rappel=0.414precision=0.166f-mesure=0.237 |
| -surl’ensembledes15classes<br>macrorappel=0.116macroprecision=0.107macroF-mesure=0.111 | | 1 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=251.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | | -classe1890(attendus=197,ramenes=84.00,corrects=7.00)<br>rappel=0.036precision=0.083f-mesure=0.050 |
| --- |
| -classe1900(attendus=203,ramenes=156.00,corrects=15.00)<br>rappel=0.074precision=0.096f-mesure=0.084 |
| -classe1910(attendus=201,ramenes=84.00,corrects=10.00)<br>rappel=0.050precision=0.119f-mesure=0.070 |
... | 0 |
| Code<br>size | Model | With<br>bigrams | 20Newsgroups | RCV1 | EnglishWikipedia | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MAP | NDCG@10 | MAP | NDCG@10 | MAP | NDCG@10 | | | |
| 128 | PV-DBOW | no | 0.4 | 0.75 | 0.25 | 0.79 | 0.25 | 0.59 |
| yes | 0.45 | 0.75 | 0.27 | 0.8 | 0.26 | 0.6 | ... | | BinaryPV-DM | 0.34 | 0.65 | 0.18 | 0.69 | 0.16 | 0.46 | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 32 | PV-DBOW | no | 0.43 | 0.71 | 0.26 | 0.75 | 0.23 | 0.55 |
| yes | 0.46 | 0.72 | 0.27 | 0.77 | 0.25 | 0.58 | | |
| Binary<br>PV-DBOW | no | 0.32 | 0.53 | 0.22 | 0.6 | 0.16 | 0.41 | |
| yes | 0... | 1 |
| Code<br>size | Model | With<br>bigrams | 20Newsgroups | RCV1 | EnglishWikipedia | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MAP | NDCG@10 | MAP | NDCG@10 | MAP | NDCG@10 | | | |
| 128 | PV-DBOW | no | 0.4 | 0.75 | 0.25 | 0.79 | 0.25 | 0.59 |
| yes | 0.45 | 0.75 | 0.27 | 0.8 | 0.26 | 0.6 | ... | | | L1dline | DRAMpage | VMpage | VMsuperpage |
| --- | --- | --- | --- | --- |
| Pseudorandom | 0.42 | 0.53 | 0.44 | 0.42 |
| BFS | 0.36 | 0.43 | 0.26 | 0.07 |
| DFS | 0.33 | 0.23 | 0.19 | 0.11 |
| VEB | 0.24 | 0.15 | 0.05 | 0.02 |
| 64 | 0.25 | 0.19 | 0.10 | 0.03 |
| 1K | 0.31 | 0.19 | 0.07 | 0.02 |
| 4K | 0.32 | 0.... | 0 |
| Code<br>size | Model | With<br>bigrams | 20Newsgroups | RCV1 | EnglishWikipedia | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MAP | NDCG@10 | MAP | NDCG@10 | MAP | NDCG@10 | | | |
| 128 | PV-DBOW | no | 0.4 | 0.75 | 0.25 | 0.79 | 0.25 | 0.59 | | | yes | 0.45 | 0.75 | 0.27 | 0.8 | 0.26 | 0.6 | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Binary<br>PV-DBOW | no | 0.34 | 0.69 | 0.22 | 0.74 | 0.18 | 0.48 | |
| yes | 0.35 | 0.69 | 0.24 | 0.77 | 0.18 | 0.49 | | |
| PV-DM | N/A | 0.41 | 0.73 | 0.23 | 0.78 | 0.24 | 0.59 | |
| BinaryPV-DM | 0.34 ... | 1 |
| Code<br>size | Model | With<br>bigrams | 20Newsgroups | RCV1 | EnglishWikipedia | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MAP | NDCG@10 | MAP | NDCG@10 | MAP | NDCG@10 | | | |
| 128 | PV-DBOW | no | 0.4 | 0.75 | 0.25 | 0.79 | 0.25 | 0.59 | | | VEB | 0.24 | 0.15 | 0.05 | 0.02 |
| --- | --- | --- | --- | --- |
| 64 | 0.25 | 0.19 | 0.10 | 0.03 |
| 1K | 0.31 | 0.19 | 0.07 | 0.02 |
| 4K | 0.32 | 0.25 | 0.07 | 0.02 |
| 2M | 0.33 | 0.34 | 0.14 | 0.02 |
| 64+1K+4K+2M | 0.25 | 0.17 | 0.06 | 0.02 | | 0 |
| | W1 | W2 | W3 | W4 | W5 | W6 | W7 | W8 | W9 | W10 | W11 | W12 | W13 | W14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| W1 | 0 | 8.4 | 14.2 | 8.5 | 14.1 | 15.3 | 11 | 20 | 17.1 | 13 | 13 | 13.2 | 6.2 | 11.2 | | | W2 | 8.4 | 0 | 7.2 | 13.8 | 8.5 | 14.7 | 17.8 | 15.7 | 11 | 7.2 | 7.8 | 7.7 | 11.2 | 6.2 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| W3 | 14.2 | 7.2 | 0 | 14.2 | 7.2 | 14.8 | 18.2 | 15.8 | 11.2 | 8.2 | 8.2 | 7.8 | 14.2 | 5.8 |
| W4 | 8.5 | 13.8 | 14.2 | 0 | 8.4 | 15... | 1 |
| | W1 | W2 | W3 | W4 | W5 | W6 | W7 | W8 | W9 | W10 | W11 | W12 | W13 | W14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| W1 | 0 | 8.4 | 14.2 | 8.5 | 14.1 | 15.3 | 11 | 20 | 17.1 | 13 | 13 | 13.2 | 6.2 | 11.2 | | | 7.1 | 6.3 | 4.2 | 6.2 | 3.1 | 2.6 | 4.9 | 6.8 | 2.6 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6.3 | 5.5 | 9.9 | 12.2 | 132.8 | 2.8 | 4.9 | 6.5 | 2.6 |
| 5.4 | 5.0 | 4.1 | 6.0 | 3.5 | 2.7 | 4.0 | 5.4 | 2.5 |
| 5.1 | 5.0 | 4.5 | 6.7 | 3.8 | 2.5 | 3.5 | 5.4 | 2.2 |
| 6.0 | 5.6 | 7.6 | 9.8 | 11.4 | 2.5 ... | 0 |
| | W1 | W2 | W3 | W4 | W5 | W6 | W7 | W8 | W9 | W10 | W11 | W12 | W13 | W14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| W1 | 0 | 8.4 | 14.2 | 8.5 | 14.1 | 15.3 | 11 | 20 | 17.1 | 13 | 13 | 13.2 | 6.2 | 11.2 |
| W2 | 8.4 | 0 | 7.2 | 13.8 | 8.5 | 14.7 | 17.8 | 15.7 | ... | | W13 | 6.2 | 11.2 | 14.2 | 8.2 | 14.1 | 17.3 | 10.2 | 18.6 | 16.3 | 13.1 | 11.7 | 12.1 | 0 | 9.8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| W14 | 11.2 | 6.2 | 5.8 | 11.2 | 7.1 | 11.8 | 13.8 | 15.7 | 9.6 | 7.8 | 5.2 | 6.8 | 9.8 | 0 | | 1 |
| | W1 | W2 | W3 | W4 | W5 | W6 | W7 | W8 | W9 | W10 | W11 | W12 | W13 | W14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| W1 | 0 | 8.4 | 14.2 | 8.5 | 14.1 | 15.3 | 11 | 20 | 17.1 | 13 | 13 | 13.2 | 6.2 | 11.2 |
| W2 | 8.4 | 0 | 7.2 | 13.8 | 8.5 | 14.7 | 17.8 | 15.7 | ... | | 5.4 | 5.0 | 4.1 | 6.0 | 3.5 | 2.7 | 4.0 | 5.4 | 2.5 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5.1 | 5.0 | 4.5 | 6.7 | 3.8 | 2.5 | 3.5 | 5.4 | 2.2 |
| 6.0 | 5.6 | 7.6 | 9.8 | 11.4 | 2.5 | 5.1 | 7.3 | 2.5 |
| 10.8 | 12.2 | 6.6 | 10.0 | 4.3 | 4.4 | 8.2 | 11.0 | 4.3 | | 0 |
| Random<br>χ(G,W)t<br>avgstd | CSC-DSATUR<br>χ(G,W)Timet<br>avgstdavg | PSO<br>χ(G,W)Timet<br>avgstdavg | |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 15.01.0<br>9.40.5<br>7.60.4<br>6.80.2<br>6.10.2 | 5.70.53.4ms<br>6.20.410.1ms<br>5.80.623.7ms<br>5.40.543.3ms<br>5.00.063.8ms | 7.40.54.9s<br>6.60... | | 0.1<br>0.3<br>700.5<br>0.7<br>0.9 | 14.71.1<br>9.10.4<br>7.70.2<br>6.80.3<br>6.00.1 | 6.10.34.6ms<br>6.00.615.4ms<br>6.10.334.6ms<br>5.40.565.6ms<br>5.00.099.1ms | 8.00.66.0s<br>6.70.37.2s<br>6.00.28.9s<br>5.30.210.3s<br>5.00.011.6s |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>800.5<br>0.7<br>0.9 | 14.00.8<br>9.00.3<b... | 1 |
| Random<br>χ(G,W)t<br>avgstd | CSC-DSATUR<br>χ(G,W)Timet<br>avgstdavg | PSO<br>χ(G,W)Timet<br>avgstdavg | |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 15.01.0<br>9.40.5<br>7.60.4<br>6.80.2<br>6.10.2 | 5.70.53.4ms<br>6.20.410.1ms<br>5.80.623.7ms<br>5.40.543.3ms<br>5.00.063.8ms | 7.40.54.9s<br>6.60... | | Random<br>T(G,W)k<br>avgstd | TSC-DSATUR<br>T(G,W)Timek<br>avgstdavg | PSO<br>T(G,W)Timek<br>avgstdavg | |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 6.90.7<br>14.90.7<br>21.61.0<br>27.70.5<br>32.80.5 | 4.10.52.6ms<br>10.90.83.2ms<br>17.81.35.5ms<br>23.40.67.6ms<br>28.80.59.0ms | 5.20.53.6s<br>1... | 0 |
| Random<br>χ(G,W)t<br>avgstd | CSC-DSATUR<br>χ(G,W)Timet<br>avgstdavg | PSO<br>χ(G,W)Timet<br>avgstdavg | |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 15.01.0<br>9.40.5<br>7.60.4<br>6.80.2<br>6.10.2 | 5.70.53.4ms<br>6.20.410.1ms<br>5.80.623.7ms<br>5.40.543.3ms<br>5.00.063.8ms | 7.40.54.9s<br>6.60... | | Random<br>χ(G,W)t<br>avgstd | CSC-DSATUR<br>χ(G,W)Timet<br>avgstdavg | PSO<br>χ(G,W)Timet<br>avgstdavg | |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 8.40.9<br>5.10.4<br>4.10.3<br>3.60.1<br>3.00.0 | 4.20.63.5ms<br>4.00.010.0ms<br>3.50.521.1ms<br>3.00.035.6ms<br>3.00.049.6ms | 5.10.54.6s<br>4.00.... | 1 |
| Random<br>χ(G,W)t<br>avgstd | CSC-DSATUR<br>χ(G,W)Timet<br>avgstdavg | PSO<br>χ(G,W)Timet<br>avgstdavg | |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 15.01.0<br>9.40.5<br>7.60.4<br>6.80.2<br>6.10.2 | 5.70.53.4ms<br>6.20.410.1ms<br>5.80.623.7ms<br>5.40.543.3ms<br>5.00.063.8ms | 7.40.54.9s<br>6.60... | | 0.1<br>0.3<br>700.5<br>0.7<br>0.9 | 7.70.5<br>17.20.6<br>25.10.7<br>32.20.6<br>38.30.6 | 4.80.62.9ms<br>13.10.94.5ms<br>20.61.48.0ms<br>27.40.910.4ms<br>33.50.812.1ms | 6.00.54.5s<br>14.60.66.5s<br>21.80.68.2s<br>28.20.49.9s<br>33.30.211.4s |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>800.5<br>0.7<br>0.9 | 8.50.6<br>1... | 0 |
| “Thisplaceisthesharingdesk.” | “Thisisthemeetingspace.” |
| --- | --- |
| kochira\|ga\|kyouyuuseki\|ni\|nari\|masu | koko\|wa\|miitiNgusupeisu\|desu |
| a\|kochiragagyoyusekiNni\|narimasu | kokowaga\|midigisupesudesujoouya |
| kochira\|ga\|kyouyuseki\|ninarimasu | kokowa\|miriiNgusupesu\|desu | | | uo\|kochi\|ra\|ga\|kyoyuseki\|nina\|ri\|ma\|su | kowa\|midigyusu\|pesu\|desu |
| --- | --- |
| ochiraga\|kyoyuseki\|ninarimasu | gokoga\|miidiNgusupesu\|desu | | 1 |
| “Thisplaceisthesharingdesk.” | “Thisisthemeetingspace.” |
| --- | --- |
| kochira\|ga\|kyouyuuseki\|ni\|nari\|masu | koko\|wa\|miitiNgusupeisu\|desu |
| a\|kochiragagyoyusekiNni\|narimasu | kokowaga\|midigisupesudesujoouya |
| kochira\|ga\|kyouyuseki\|ninarimasu | kokowa\|miriiNgusupesu\|desu | | | verb | Englishgloss | #ofsentences | #ofsenses | lowerbound |
| --- | --- | --- | --- | --- |
| ataeru | give | 136 | 4 | 66.9 |
| kakeru | hang | 160 | 29 | 25.6 |
| kuwaeru | add | 167 | 5 | 53.9 |
| noru | ride | 126 | 10 | 45.2 |
| osameru | govern | 108 | 8 | 25.0 |
| tsukuru | make | 126 | 15 | 19.8 |
| toru | ... | 0 |
| “Thisplaceisthesharingdesk.” | “Thisisthemeetingspace.” |
| --- | --- |
| kochira\|ga\|kyouyuuseki\|ni\|nari\|masu | koko\|wa\|miitiNgusupeisu\|desu | | | a\|kochiragagyoyusekiNni\|narimasu | kokowaga\|midigisupesudesujoouya |
| --- | --- |
| kochira\|ga\|kyouyuseki\|ninarimasu | kokowa\|miriiNgusupesu\|desu |
| uo\|kochi\|ra\|ga\|kyoyuseki\|nina\|ri\|ma\|su | kowa\|midigyusu\|pesu\|desu |
| ochiraga\|kyoyuseki\|ninarimasu | gokoga\|miidiNgusupesu\|desu | | 1 |
| “Thisplaceisthesharingdesk.” | “Thisisthemeetingspace.” |
| --- | --- |
| kochira\|ga\|kyouyuuseki\|ni\|nari\|masu | koko\|wa\|miitiNgusupeisu\|desu | | | osameru | govern | 108 | 8 | 25.0 |
| --- | --- | --- | --- | --- |
| tsukuru | make | 126 | 15 | 19.8 |
| toru | take | 84 | 29 | 26.2 |
| umu | bearoffspring | 90 | 2 | 81.1 |
| wakaru | understand | 60 | 5 | 48.3 |
| yameru | stop | 54 | 2 | 59.3 |
| total | — | 1111 | — | 43.7 | | 0 |
| Inputtype | Acc | JGM | GoogleIT | KNPTC |
| --- | --- | --- | --- | --- |
| CP | W-Acc | 99.86 | 99.89 | 99.83 |
| S-Acc | 99.51 | 99.78 | 99.64 | |
| LAP | W-Acc | 55.06 | 90.19 | 93.11 | | | S-Acc | 0 | 78.20 | 83.40 | |
| --- | --- | --- | --- | --- |
| GAP | W-Acc | 17.01 | 61.78 | 62.94 |
| S-Acc | 0 | 35.77 | 31.18 | |
| MP | W-Acc | 68.11 | 50.90 | 95.19 |
| S-Acc | 47.84 | 11.58 | 88.87 | |
| MIX | W-Acc | 68.69 | 84.09 | 91.25 |
| S-Acc | 44.85 | 70.58 | 83.22 | | | 1 |
| Inputtype | Acc | JGM | GoogleIT | KNPTC |
| --- | --- | --- | --- | --- |
| CP | W-Acc | 99.86 | 99.89 | 99.83 |
| S-Acc | 99.51 | 99.78 | 99.64 | |
| LAP | W-Acc | 55.06 | 90.19 | 93.11 | | | NumberofClasses | GLRR-F | GLRR-21 | KGLRR-ccp | LRR | SSC | SCGSM | SMCE |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 10 | 0.8726 | 0.6371 | 0.9114 | 0.5360 | 0.6066 | 0.5928 | 0.6108 |
| 20 | 0.7627 | 0.5144 | 0.8126 | 0.4290 | 0.3869 | 0.4035 | 0.4246 |
| 30 | 0.6664 | 0.4294 | 0.6995 | 0.3014 | 0.3318 | ... | 0 |
| Inputtype | Acc | JGM | GoogleIT | KNPTC |
| --- | --- | --- | --- | --- |
| CP | W-Acc | 99.86 | 99.89 | 99.83 |
| S-Acc | 99.51 | 99.78 | 99.64 | |
| LAP | W-Acc | 55.06 | 90.19 | 93.11 | | | S-Acc | 0 | 78.20 | 83.40 | |
| --- | --- | --- | --- | --- |
| GAP | W-Acc | 17.01 | 61.78 | 62.94 |
| S-Acc | 0 | 35.77 | 31.18 | |
| MP | W-Acc | 68.11 | 50.90 | 95.19 |
| S-Acc | 47.84 | 11.58 | 88.87 | |
| MIX | W-Acc | 68.69 | 84.09 | 91.25 |
| S-Acc | 44.85 | 70.58 | 83.22 | | | 1 |
| Inputtype | Acc | JGM | GoogleIT | KNPTC |
| --- | --- | --- | --- | --- |
| CP | W-Acc | 99.86 | 99.89 | 99.83 |
| S-Acc | 99.51 | 99.78 | 99.64 | |
| LAP | W-Acc | 55.06 | 90.19 | 93.11 | | | 30 | 0.6664 | 0.4294 | 0.6995 | 0.3014 | 0.3318 | 0.4550 | 0.3810 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 40 | 0.6519 | 0.3654 | 0.6387 | 0.1687 | 0.2881 | 0.3679 | 0.3737 |
| 50 | 0.5913 | 0.3395 | 0.5884 | 0.1451 | 0.2614 | 0.3137 | 0.3608 | | 0 |
| methods | accuracy |
| --- | --- |
| LBPmultishot | 0.8517±0.0061 |
| LDML-MkNN | 0.8750±0.0040 |
| LBP+PLDA | 0.8733±0.0055 |
| high-dimLBP | 0.9318±0.0107 |
| Fishervectorfaces | 0.9303±0.0105 | | | ConvNet+RBM | 0.9175±0.0048 |
| --- | --- |
| Networkfusion+JB | 0.8763±0.0064 | | 1 |
| methods | accuracy |
| --- | --- |
| LBPmultishot | 0.8517±0.0061 |
| LDML-MkNN | 0.8750±0.0040 |
| LBP+PLDA | 0.8733±0.0055 |
| high-dimLBP | 0.9318±0.0107 |
| Fishervectorfaces | 0.9303±0.0105 | | | Method | Precision | Recall | F1-score |
| --- | --- | --- | --- |
| FastTumorSegmentation(PHP) | 0.9272 | 0.8513 | 0.8999 |
| AccurateTumorSegmentation(PHP+CNN) | 0.9267 | 0.922 | 0.9243 |
| HyMap | 0.6851 | 0.8600 | 0.7626 |
| ConvNetCNN3 | 0.856 | 0.867 | 0.8615 |
| MCTA | 0.8701 | 0.8834 | 0.8767 |
| TVIA | 0.822... | 0 |
| methods | accuracy |
| --- | --- |
| LBPmultishot | 0.8517±0.0061 |
| LDML-MkNN | 0.8750±0.0040 |
| LBP+PLDA | 0.8733±0.0055 |
| high-dimLBP | 0.9318±0.0107 | | | Fishervectorfaces | 0.9303±0.0105 |
| --- | --- |
| ConvNet+RBM | 0.9175±0.0048 |
| Networkfusion+JB | 0.8763±0.0064 | | 1 |
| methods | accuracy |
| --- | --- |
| LBPmultishot | 0.8517±0.0061 |
| LDML-MkNN | 0.8750±0.0040 |
| LBP+PLDA | 0.8733±0.0055 |
| high-dimLBP | 0.9318±0.0107 | | | MCTA | 0.8701 | 0.8834 | 0.8767 |
| --- | --- | --- | --- |
| TVIA | 0.8224 | 0.8641 | 0.8427 | | 0 |
| Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| langford-<br>2-9(unsat) | t<br>n | 42,8<br>65098 | 48,5(44,1)<br>64571(59038) | 52,2<br>68901 | 65,5<br>73477 | 70... | | driver-<br>8c(sat) | t<br>n | 13,6<br>4500 | 43,1(0,7)<br>9460(420) | 31,2<br>3110 | 27,8<br>431 | 31,2<br>429 | 31,1<br>429 | 1,3<br>660 | 1,4<br>632 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| driver-9<br>(sat) | t<br>n | 262,3<br>58759 | 305,2(219,7)<br>58060(46413) | 201,1<br>18581 | >1h<br>... | 1 |
| Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| langford-<br>2-9(unsat) | t<br>n | 42,8<br>65098 | 48,5(44,1)<br>64571(59038) | 52,2<br>68901 | 65,5<br>73477 | 70... | | Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ehi-85-0<br>(unsat) | t<br>n | 2,1<br>722 | 94,2(0,15)<br>8005(4) | 2,7<br>61 | 11,7<br>3 | 12,1<br>3 | 12<br>3 | ... | 0 |
| Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| langford-<br>2-9(unsat) | t<br>n | 42,8<br>65098 | 48,5(44,1)<br>64571(59038) | 52,2<br>68901 | 65,5<br>73477 | 70... | | will199-6<br>(unsat) | t<br>n | 15,8<br>4288 | 42,9(21,9)<br>22792(5763) | 30,1<br>4582 | >1h<br>– | >1h<br>– | >1h<br>– | 12,7<br>2852 | 13,4<br>2846 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ash608-4<br>(sat) | t<br>n | 3,3<br>3146 | 20,1(1,8)<br>21346(1823) | 81,3<br>2291 | 35,1<br>3860 | 1... | 1 |
| Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| langford-<br>2-9(unsat) | t<br>n | 42,8<br>65098 | 48,5(44,1)<br>64571(59038) | 52,2<br>68901 | 65,5<br>73477 | 70... | | frb30-15-1<br>(sat) | t<br>n | 10,5<br>3557 | 42(15,4)<br>15833(4426) | 13,2<br>3275 | 66,4<br>17866 | 295,6<br>71052 | 375,6<br>85017 | 20,5<br>6044 | 15,6<br>4493 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| frb30-15-2<br>(sat) | t<br>n | 63,7<br>21330 | 123,6(97,8)<br>38765(27458) | 55,4<br>20... | 0 |
| Approach/setup | fr1/desk2<br>[m/s][deg/s] | fr1/desk<br>[m/s][deg/s] | fr2/desk<br>[m/s][deg/s] | fr2/person<br>[m/s][deg/s] | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| DVO(asreportedinpaper) | 0.0687 | - | 0.0491 | - | 0.0188 | - | 0.0345 | - | | | DVO(implementation) | 0.0700 | 5.14 | 0.0580 | 3.83 | 0.0318 | 1.15 | 0.0360 | 0.99 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ourapproach | 0.0920 | 5.14 | 0.0614 | 3.32 | 0.0365 | 1.65 | 0.0481 | 1.45 |
| DVO(withoutintensitycue) | - | - | - | - | - | - | - | - |
| Ourapproach(withoutintensitycue) ... | 1 |
| Approach/setup | fr1/desk2<br>[m/s][deg/s] | fr1/desk<br>[m/s][deg/s] | fr2/desk<br>[m/s][deg/s] | fr2/person<br>[m/s][deg/s] | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| DVO(asreportedinpaper) | 0.0687 | - | 0.0491 | - | 0.0188 | - | 0.0345 | - | | | Method | PP | CP | LR | LC |
| --- | --- | --- | --- | --- |
| tfidf(4000-2-20) | 41.33 | 75.00 | 86.86 | 22.14 |
| tfidf(8000-2-20) | 41.39 | 74.95 | 86.83 | 22.16 |
| tfidf(10000-2-20) | 41.39 | 74.96 | 86.85 | 22.18 |
| path-1(4100-15) | 39.86 | 74.17 | 86.37 | 22.19 |
| path-1(8080-20) | 41.08 | 74.83 | 86.60 | 22.1... | 0 |
| Approach/setup | fr1/desk2<br>[m/s][deg/s] | fr1/desk<br>[m/s][deg/s] | fr2/desk<br>[m/s][deg/s] | fr2/person<br>[m/s][deg/s] | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| DVO(asreportedinpaper) | 0.0687 | - | 0.0491 | - | 0.0188 | - | 0.0345 | - |
| DVO(implementation) | 0.0700 | 5.14 | 0.0... | | DVO(withoutintensitycue) | - | - | - | - | - | - | - | - |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ourapproach(withoutintensitycue) | 0.1073 | 5.20 | 0.0630 | 3.66 | 0.0329 | 1.52 | 0.0411 | 1.27 | | 1 |
| Approach/setup | fr1/desk2<br>[m/s][deg/s] | fr1/desk<br>[m/s][deg/s] | fr2/desk<br>[m/s][deg/s] | fr2/person<br>[m/s][deg/s] | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| DVO(asreportedinpaper) | 0.0687 | - | 0.0491 | - | 0.0188 | - | 0.0345 | - |
| DVO(implementation) | 0.0700 | 5.14 | 0.0... | | comb-2(8000) | 45.64 | 77.26 | 88.86 | 24.57 |
| --- | --- | --- | --- | --- |
| comb-2(6000) | 46.68 | 75.74 | 87.67 | 25.08 |
| comb-2(10000) | 42.82 | 75.83 | 87.62 | 23.08 | | 0 |
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