Close drawer on CALVIN
96.6Success RateWAM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| WAMFine-tuning Protocol=Online Fine-Tuning, Model-based PPO Fine-Tuning Iterations=800, Total Physical Interactions=02026.03 | 96.6 | — | |
| BC+RLMethod=BC+RL, Future Condition=GTFuture, Training Seeds=32026.05 | 96.1 | — | |
| DiWAFine-tuning Protocol=Offline Fine-Tuning, Model-based PPO Fine-Tuning Iterations=800, Total Physical Interactions=02026.03 | 91.95 | — | |
| Diffusion PolicyFine-tuning Protocol=Base, Total Physical Interactions=-2026.03 | 89.7 | — | |
| BC+RLMethod=BC+RL, Future Condition=GenFuture, Training Seeds=32026.05 | 89.2 | — | |
| BC+RLMethod=BC+RL, Future Condition=NoFuture, Training Seeds=32026.05 | 85.8 | — | |
| BC+RLMethod=BC+RL, Future Condition=WrongFuture, Training Seeds=32026.05 | 0 | — | |
| DPPOVision Encoder Type=Vision WM Encoder, Total Physical Interactions=~2.5M2026.03 | — | 600,600 | |
| DPPOVision Encoder Type=Vision, Total Physical Interactions=~8M2026.03 | — | 1,545,600 |