Visual Reinforcement Learning on CarRacing v0 (test)
619,221Environment RewardCOVR
Evaluation Results
| Method | Links | |
|---|---|---|
| COVRType=VLMs-assisted visual RL2026.01 | 619,221 | |
| CURLType=Vanilla visual RL2026.01 | 462,201 | |
| SPRType=Vanilla visual RL2026.01 | 380,229 | |
| DeepMDPType=Vanilla visual RL2026.01 | 356,169 | |
| DrQType=Vanilla visual RL2026.01 | 354,213 | |
| MLRType=Vanilla visual RL2026.01 | 350,186 | |
| SACType=Vanilla visual RL2026.01 | 287,201 | |
| APLType=VLMs-assisted visual RL2026.01 | 157,149 | |
| DPLType=VLMs-assisted visual RL2026.01 | 7,284 | |
| VPFType=VLMs-assisted visual RL2026.01 | 126 | |
| VBEType=Only VLMs2026.01 | -1,821 |