Decision Transformer (DT)

Reported on 3 benchmarks across 3 tasks · 1 paper · 3 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology1 result

General Reinforcement LearningonD4RL
Average Reward· 2021-06-02
73.5
best: 81.8 (KFC)
SOTA
Decision Transformer: Reinforcement Learning via Sequence Modeling arXiv:2106.01345

Miscellaneous1 result

Offline RLonD4RL
Average Reward· 2021-06-02
73.5
best: 81.8 (KFC)
SOTA
Decision Transformer: Reinforcement Learning via Sequence Modeling arXiv:2106.01345

Robots1 result

MuJoCo GamesonD4RL
Average Reward· 2021-06-02
72.2
best: 88.2 (PMDB)
SOTA
Decision Transformer: Reinforcement Learning via Sequence Modeling arXiv:2106.01345