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Policy Learning

2,076 papers

Papers per year

23
23
216
153
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Papers

How RL Agents Behave When Their Actions Are Modified AAAI 2021
Constrained Risk-Averse Markov Decision Processes AAAI 2021
Synthesis of Search Heuristics for Temporal Planning via Reinforcement Learning AAAI 2021
Automatic Curriculum Learning With Over-repetition Penalty for Dialogue Policy Learning AAAI 2021
A Universal 2-state n-action Adaptive Management Solver AAAI 2021
Solving JumpIN’ Using Zero-Dependency Reinforcement Learning (Student Abstract) AAAI 2021
Extending Policy Shaping to Continuous State Spaces (Student Abstract) AAAI 2021
State-Wise Adaptive Discounting from Experience (SADE): A Novel Discounting Scheme for Reinforcement Learning (Student Abstract) AAAI 2021
Demonstration of the EMPATHIC Framework for Task Learning from Implicit Human Feedback AAAI 2021
Exploring Dynamic Selection of Branch Expansion Orders for Code Generation ACL 2021
[RETRACTED] WeaSuL: Weakly Supervised Dialogue Policy Learning: Reward Estimation for Multi-turn Dialogue ACL 2021
Meta-Reinforcement Learning for Mastering Multiple Skills and Generalizing across Environments in Text-based Games ACL 2021
RewardsOfSum: Exploring Reinforcement Learning Rewards for Summarisation ACL 2021
Meta-Model-Based Meta-Policy Optimization ACML 2021
Cautious Actor-Critic ACML 2021
CTS2: Time Series Smoothing with Constrained Reinforcement Learning ACML 2021
Language Representations for Generalization in Reinforcement Learning ACML 2021
Multi-task Actor-Critic with Knowledge Transfer via a Shared Critic ACML 2021
Learning to Switch Optimizers for Quadratic Programming ACML 2021
Regularized Policies are Reward Robust AISTATS 2021
Robust Imitation Learning from Noisy Demonstrations AISTATS 2021
Adaptive Approximate Policy Iteration AISTATS 2021
Logical Team Q-learning: An approach towards factored policies in cooperative MARL AISTATS 2021
Sample Complexity Bounds for Two Timescale Value-based Reinforcement Learning Algorithms AISTATS 2021
Provable Hierarchical Imitation Learning via EM AISTATS 2021