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Papers Benchmarks Datasets Tasks

DR dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

DR

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Offline Reinforcement Learning

DR 75-5 mid 19

34NAUC

4

Offline Reinforcement Learning

DR19-75-1-mid

17NAUC

4

Offline Reinforcement Learning

DR9 70-5-mid

77NAUC

4

Offline Reinforcement Learning

DR9 70-1-mid

47NAUC

4

Offline Reinforcement Learning

DR9 40-5-mid

51NAUC

4

Offline Reinforcement Learning

DR9-40-1-mid

0.37NAUC

4

Offline Reinforcement Learning

DR9 20-5-mid

0.34NAUC

4

Offline Reinforcement Learning

DR9 20-1-mid

27NAUC

4

Reinforcement Learning target performance estimation

DR 300-5-late 19

45NAUC

4

Reinforcement Learning target performance estimation

DR19-300-1-late

30NAUC

4

Reinforcement Learning target performance estimation

DR 75-5-late 19

21NAUC

4

Reinforcement Learning target performance estimation

DR19-75-1-late

23NAUC

4

Reinforcement Learning target performance estimation

DR9 70-1-late

35NAUC

4

Reinforcement Learning target performance estimation

DR9 40-5-late

50NAUC

4

Reinforcement Learning target performance estimation

DR9 20-5-late

34NAUC

4

Offline In-Context Reinforcement Learning

DR19-75-5 (complete)

0.39NAUC

4

Offline In-Context Reinforcement Learning

DR9-70-5 (complete)

79NAUC

4

Offline In-Context Reinforcement Learning

DR9-20-5 (complete)

35NAUC

4

Offline In-Context Reinforcement Learning

DR9-20-1 (complete)

32NAUC

4

Offline In-Context Reinforcement Learning

DR19-300-1-early (test)

18NAUC

4

Offline In-Context Reinforcement Learning

DR19-150-5-early (test)

38NAUC

4

Offline In-Context Reinforcement Learning

DR 75-5-early 19 (test)

0.21NAUC

4

Offline In-Context Reinforcement Learning

DR9-70-1-early (test)

24NAUC

4

Offline In-Context Reinforcement Learning

DR9-20-5-early (test)

23NAUC

4

Offline In-Context Reinforcement Learning

DR9-20-1-early (test)

18NAUC Score

4

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Popular tasks

Offline Reinforcement Learning Offline In-Context Reinforcement Learning Reinforcement Learning target performance estimation Image Classification PDE Dynamics Forecasting

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