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Policy Learning

2068 directly classified papers

Papers per year

Papers

On the Convergence and Sample Efficiency of Variance-Reduced Policy Gradient Method NIPS 2021
Policy Teaching in Reinforcement Learning via Environment Poisoning Attacks JMLR 2021
A Probabilistic Interpretation of Self-Paced Learning with Applications to Reinforcement Learning JMLR 2021
Langevin Dynamics for Adaptive Inverse Reinforcement Learning of Stochastic Gradient Algorithms JMLR 2021
On the Theory of Policy Gradient Methods: Optimality, Approximation, and Distribution Shift JMLR 2021
Safe Policy Iteration: A Monotonically Improving Approximate Policy Iteration Approach JMLR 2021
Risk-Averse Learning by Temporal Difference Methods with Markov Risk Measures JMLR 2021
Online Selection of Diverse Committees IJCAI 2021
Data-Efficient Reinforcement Learning for Malaria Control IJCAI 2021
Multi-Objective Reinforcement Learning for Designing Ethical Environments IJCAI 2021
Pattern-enhanced Contrastive Policy Learning Network for Sequential Recommendation IJCAI 2021
Efficient PAC Reinforcement Learning in Regular Decision Processes IJCAI 2021
Robustly Learning Composable Options in Deep Reinforcement Learning IJCAI 2021
Variational Model-based Policy Optimization IJCAI 2021
The Successful Ingredients of Policy Gradient Algorithms IJCAI 2021
Hindsight Value Function for Variance Reduction in Stochastic Dynamic Environment IJCAI 2021
Average-Reward Reinforcement Learning with Trust Region Methods IJCAI 2021
Meta-Reinforcement Learning by Tracking Task Non-stationarity IJCAI 2021
Robust Adversarial Imitation Learning via Adaptively-Selected Demonstrations IJCAI 2021
Independence-aware Advantage Estimation IJCAI 2021
Model-based Multi-agent Policy Optimization with Adaptive Opponent-wise Rollouts IJCAI 2021
LTL-Constrained Steady-State Policy Synthesis IJCAI 2021
BKT-POMDP: Fast Action Selection for User Skill Modelling over Tasks with Multiple Skills IJCAI 2021
Policy Learning with Constraints in Model-free Reinforcement Learning: A Survey IJCAI 2021
ThriftyDAgger: Budget-Aware Novelty and Risk Gating for Interactive Imitation Learning CORL 2021