3D Bin Packing Problem on 3D-BPP ID-Small Discrete
87.4Utilization (%)PCT+ASAP w/ MAML
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PCT+ASAP w/ MAMLOnline Adaptation=Yes, Inference time(m)=12.22025.01 | 87.4 | 101 | 0.9 | |
| Approx OptimOnline Adaptation=No2025.01 | 87.3 | 100.2 | — | |
| PCT+ASAP w/ MAML(Tune All)Online Adaptation=Yes, Inference time(m)=12.22025.01 | 87 | 100.2 | 0.5 | |
| PCT+ASAP w/o MAMLOnline Adaptation=Yes, Inference time(m)=12.22025.01 | 86.7 | 99.5 | 1.4 | |
| PCT+ASAP w/ MAMLOnline Adaptation=No2025.01 | 86.5 | 99 | — | |
| PCT+ASAP w/ MAML(Tune All)Online Adaptation=No2025.01 | 86.5 | 99 | — | |
| PCT+MAMLOnline Adaptation=Yes, Inference time(m)=12.02025.01 | 86 | 98.3 | 0.2 | |
| PCT+MAMLOnline Adaptation=No2025.01 | 85.8 | 98.2 | — | |
| PCT+ASAP w/o MAMLOnline Adaptation=No2025.01 | 85.3 | 98 | — | |
| Approx OptimOnline Adaptation=No2025.01 | 84.8 | 149.5 | — | |
| GOPT(RAL-24)Online Adaptation=Yes, Inference time(m)=12.12025.01 | 84.7 | 97.4 | 0.2 | |
| GOPT(RAL-24)Online Adaptation=No2025.01 | 84.5 | 97.5 | — | |
| PCT+ASAP w/ MAMLOnline Adaptation=Yes, Inference time(m)=17.12025.01 | 84.5 | 148.8 | 2.2 | |
| PCT+ASAP w/o MAMLOnline Adaptation=Yes, Inference time(m)=17.12025.01 | 83.9 | 147.6 | 2.1 | |
| PCT(ICLR-22)Online Adaptation=Yes, Inference time(m)=12.02025.01 | 83.4 | 95.1 | 0.5 | |
| PCT+ASAP w/ MAML(Tune All)Online Adaptation=Yes, Inference time(m)=17.12025.01 | 83.4 | 147.3 | 1.1 | |
| PCT(ICLR-22)Online Adaptation=No2025.01 | 82.9 | 94.5 | — | |
| AR2L(Neurips-23)Online Adaptation=Yes, Inference time(m)=12.12025.01 | 82.5 | 94.4 | 0.4 | |
| PCT+ASAP w/ MAMLOnline Adaptation=No2025.01 | 82.3 | 146.5 | — | |
| PCT+ASAP w/ MAML(Tune All)Online Adaptation=No2025.01 | 82.3 | 146.5 | — | |
| AR2L(Neurips-23)Online Adaptation=No2025.01 | 82.1 | 93.6 | — | |
| PCT+MAMLOnline Adaptation=Yes, Inference time(m)=16.82025.01 | 82.1 | 146.2 | 0.9 | |
| PCT+ASAP w/o MAMLOnline Adaptation=No2025.01 | 81.8 | 145.6 | — | |
| GOPT(RAL-24)Online Adaptation=Yes, Inference time(m)=16.82025.01 | 81.2 | 144.6 | 0.7 | |
| PCT+MAMLOnline Adaptation=No2025.01 | 81.2 | 145 | — | |
| GOPT(RAL-24)Online Adaptation=No2025.01 | 80.5 | 143.5 | — | |
| PCT(ICLR-22)Online Adaptation=Yes, Inference time(m)=16.82025.01 | 80.3 | 143 | 0.8 | |
| AR2L(Neurips-23)Online Adaptation=Yes, Inference time(m)=16.92025.01 | 79.7 | 141.8 | 0.9 | |
| PCT(ICLR-22)Online Adaptation=No2025.01 | 79.5 | 142.4 | — | |
| AR2L(Neurips-23)Online Adaptation=No2025.01 | 78.8 | 140 | — |