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Policy Learning

2068 directly classified papers

Papers per year

Papers

Model-Based Episodic Memory Induces Dynamic Hybrid Controls NIPS 2021
Stabilizing Dynamical Systems via Policy Gradient Methods NIPS 2021
MobILE: Model-Based Imitation Learning From Observation Alone NIPS 2021
Robust Predictable Control NIPS 2021
Policy Finetuning: Bridging Sample-Efficient Offline and Online Reinforcement Learning NIPS 2021
Is Bang-Bang Control All You Need? Solving Continuous Control with Bernoulli Policies NIPS 2021
Coordinated Proximal Policy Optimization NIPS 2021
Robust Inverse Reinforcement Learning under Transition Dynamics Mismatch NIPS 2021
Navigating to the Best Policy in Markov Decision Processes NIPS 2021
Learning Barrier Certificates: Towards Safe Reinforcement Learning with Zero Training-time Violations NIPS 2021
Distributionally Robust Imitation Learning NIPS 2021
Policy Optimization in Adversarial MDPs: Improved Exploration via Dilated Bonuses NIPS 2021
Counterexample Guided RL Policy Refinement Using Bayesian Optimization NIPS 2021
Average-Reward Learning and Planning with Options NIPS 2021
Twice regularized MDPs and the equivalence between robustness and regularization NIPS 2021
Translation-based Supervision for Policy Generation in Simultaneous Neural Machine Translation EMNLP 2021
A Collaborative Multi-agent Reinforcement Learning Framework for Dialog Action Decomposition EMNLP 2021
Generalization in Text-based Games via Hierarchical Reinforcement Learning EMNLP 2021
Mapping Language to Programs using Multiple Reward Components with Inverse Reinforcement Learning EMNLP 2021
Hierarchical Reinforcement Learning with Timed Subgoals NIPS 2021
Accelerating Quadratic Optimization with Reinforcement Learning NIPS 2021
Faster Policy Learning with Continuous-Time Gradients L4DC 2021
Reinforce-Aligner: Reinforcement Alignment Search for Robust End-to-End Text-to-Speech INTERSPEECH 2021
Generating Self-Contained and Summary-Centric Question Answer Pairs via Differentiable Reward Imitation Learning EMNLP 2021
Safe Policy Optimization with Local Generalized Linear Function Approximations NIPS 2021