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Policy Learning

2068 directly classified papers

Papers per year

Papers

Inductive synthesis of finite-state controllers for POMDPs UAI 2022
Generalizing off-policy learning under sample selection bias UAI 2022
Model-Based Offline Planning with Trajectory Pruning IJCAI 2022
Value Function Approximations via Kernel Embeddings for No-Regret Reinforcement Learning ACML 2022
Policy Gradient Method For Robust Reinforcement Learning ICML 2022
Reinforcement Learning Explainability via Model Transforms (Student Abstract) AAAI 2022
Causal Discovery and Reinforcement Learning: A Synergistic Integration PGM 2022
Robust On-Policy Sampling for Data-Efficient Policy Evaluation in Reinforcement Learning NIPS 2022
Explicable Policy Search NIPS 2022
Multi-Objective Reinforcement Learning for Designing Ethical Environments IJCAI 2021
Escaping from zero gradient: Revisiting action-constrained reinforcement learning via Frank-Wolfe policy optimization UAI 2021
Robust reinforcement learning under minimax regret for green security UAI 2021
Action redundancy in reinforcement learning UAI 2021
Data-Efficient Reinforcement Learning for Malaria Control IJCAI 2021
Online Selection of Diverse Committees IJCAI 2021
Multi-task Actor-Critic with Knowledge Transfer via a Shared Critic ACML 2021
Language Representations for Generalization in Reinforcement Learning ACML 2021
Learning to Switch Optimizers for Quadratic Programming ACML 2021
Wasserstein Flow Meets Replicator Dynamics: A Mean-Field Analysis of Representation Learning in Actor-Critic NIPS 2021
ReAgent: Point Cloud Registration Using Imitation and Reinforcement Learning CVPR 2021
Discrete-Continuous Action Space Policy Gradient-Based Attention for Image-Text Matching CVPR 2021
Hierarchical Neural Dynamic Policies RSS 2021
Efficient Performance Bounds for Primal-Dual Reinforcement Learning from Demonstrations ICML 2021
RewardsOfSum: Exploring Reinforcement Learning Rewards for Summarisation ACL 2021
Meta-Reinforcement Learning for Mastering Multiple Skills and Generalizing across Environments in Text-based Games ACL 2021