3D Bin Packing Problem on 3D-BPP ID-Large Discrete
75.3Utilization (%)Approx Optim
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Approx OptimOnline Adaptation=No2025.01 | 75.3 | 12.6 | — | |
| PCT+ASAP w/ MAMLOnline Adaptation=Yes, Inference time(m)=1.12025.01 | 74.2 | 12.3 | 70 | |
| PCT+ASAP w/ MAML(Tune All)Online Adaptation=Yes, Inference time(m)=1.12025.01 | 73.7 | 12.2 | 20 | |
| PCT+ASAP w/o MAMLOnline Adaptation=Yes, Inference time(m)=1.12025.01 | 73.5 | 12.1 | 60 | |
| PCT+ASAP w/ MAMLOnline Adaptation=No2025.01 | 73.5 | 12.1 | — | |
| PCT+ASAP w/ MAML(Tune All)Online Adaptation=No2025.01 | 73.5 | 12.1 | — | |
| PCT+ASAP w/o MAMLOnline Adaptation=No2025.01 | 72.9 | 12 | — | |
| PCT+MAMLOnline Adaptation=Yes, Inference time(m)=1.12025.01 | 72 | 11.6 | 30 | |
| PCT+MAMLOnline Adaptation=No2025.01 | 71.7 | 11.5 | — | |
| GOPT(RAL-24)Online Adaptation=No2025.01 | 71.2 | 11.3 | — | |
| GOPT(RAL-24)Online Adaptation=Yes, Inference time(m)=1.12025.01 | 71 | 11.3 | -20 | |
| PCT(ICLR-22)Online Adaptation=Yes, Inference time(m)=1.02025.01 | 70.2 | 11 | 20 | |
| PCT(ICLR-22)Online Adaptation=No2025.01 | 70 | 10.9 | — | |
| AR2L(Neurips-23)Online Adaptation=Yes, Inference time(m)=1.12025.01 | 69.3 | 10.7 | 30 | |
| AR2L(Neurips-23)Online Adaptation=No2025.01 | 68.8 | 10.5 | — | |
| Approx OptimOnline Adaptation=No2025.01 | 65.3 | 7.4 | — | |
| PCT+ASAP w/ MAMLOnline Adaptation=Yes, Inference time(m)=1.02025.01 | 62.4 | 6.9 | 90 | |
| PCT+ASAP w/o MAMLOnline Adaptation=Yes, Inference time(m)=1.02025.01 | 62.2 | 6.9 | 70 | |
| PCT+ASAP w/ MAML(Tune All)Online Adaptation=Yes, Inference time(m)=1.02025.01 | 62 | 6.8 | 50 | |
| PCT+ASAP w/o MAMLOnline Adaptation=No2025.01 | 61.5 | 6.7 | — | |
| PCT+ASAP w/ MAMLOnline Adaptation=No2025.01 | 61.5 | 6.7 | — | |
| PCT+ASAP w/ MAML(Tune All)Online Adaptation=No2025.01 | 61.5 | 6.7 | — | |
| PCT+MAMLOnline Adaptation=Yes, Inference time(m)=1.02025.01 | 61 | 6.7 | 20 | |
| PCT+MAMLOnline Adaptation=No2025.01 | 60.8 | 6.7 | — | |
| PCT(ICLR-22)Online Adaptation=Yes, Inference time(m)=1.02025.01 | 60.6 | 6.7 | 40 | |
| PCT(ICLR-22)Online Adaptation=No2025.01 | 60.2 | 6.6 | — | |
| GOPT(RAL-24)Online Adaptation=Yes, Inference time(m)=1.02025.01 | 60.1 | 6.6 | 20 | |
| GOPT(RAL-24)Online Adaptation=No2025.01 | 59.9 | 6.6 | — | |
| AR2L(Neurips-23)Online Adaptation=Yes, Inference time(m)=1.02025.01 | 59 | 6.5 | 20 | |
| AR2L(Neurips-23)Online Adaptation=No2025.01 | 58.8 | 6.5 | — |