Papers with entropy regularized reinforcement learning
From Credit Assignment to Entropy Regularization: Two New Algorithms for Neural Sequence Prediction (P18-1)
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| Challenge: | equivalence between credit assignment problem and entropy regularized reinforcement learning is established . a wide range of successful sequence prediction algorithms have been developed . |
| Approach: | They propose to extend credit assignment in reward augmented maximum likelihood learning by credit assignment and entropy regularization. |
| Outcome: | The proposed algorithms outperform RAML and Actor-Critic on two benchmark datasets. |