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Papers Benchmarks Datasets Tasks

Tabular MDP dataset and benchmarks · SOTA2 Research

Research Datasets

Tabular MDP

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Policy bias reduction

3-state × 2-action tabular MDP

4.5Fast-only Bias

10

Unregularized Reinforcement Learning

Tabular MDP Finite State Action Spaces

1Sample Complexity

3

Entropy-Regularized Reinforcement Learning

Tabular MDP Finite State Action Spaces

1Sample Complexity

2

Regret minimization in Reinforcement Learning

Tabular MDP

3Cumulative Regret

1

Reinforcement Learning

Tabular MDP

0.5Sample Complexity

1

Popular tasks

Reinforcement Learning Regret minimization in Reinforcement Learning Unregularized Reinforcement Learning Entropy-Regularized Reinforcement Learning Policy bias reduction

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