Classic Discrete Control on CartPole v1
495Mean Episodic ReturnFP16-PPO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FP16-PPOPrecision=FP162026.04 | 495 | — | |
| INT8-PPOPrecision=INT82026.04 | 492 | — | |
| MLP-PPOArchitecture=MLP2026.04 | 489 | — | |
| INT4-PPOPrecision=INT42026.04 | 487 | — | |
| BitRL-1bitPrecision=1-bit2026.04 | 476 | 96.2 | |
| FedQHDEncoder Setting=Homo2026.05 | 466.3 | — | |
| Oracle QHD†Encoder Setting=Hetero2026.05 | 458.5 | — | |
| Oracle QHD†Encoder Setting=Homo2026.05 | 373.2 | — | |
| FedQHDEncoder Setting=Hetero2026.05 | 351.1 | — | |
| Trunc. FedAvg-QHDEncoder Setting=Homo2026.05 | 230.8 | — | |
| Oracle DQN†Encoder Setting=Hetero2026.05 | 204.4 | — | |
| Distill. FedDQNEncoder Setting=Homo2026.05 | 169.9 | — | |
| Distill. FedDQNEncoder Setting=Hetero2026.05 | 149.4 | — | |
| Oracle DQN†Encoder Setting=Homo2026.05 | 139.1 | — | |
| FedAvg-DQNEncoder Setting=Homo2026.05 | 120.8 | — | |
| Trunc. FedAvg-QHDEncoder Setting=Hetero2026.05 | 112.6 | — | |
| Indep. QHDEncoder Setting=Homo2026.05 | 26.1 | — | |
| Indep. QHDEncoder Setting=Hetero2026.05 | 24 | — |