← Methods
Reinforcement Learning › Methods ›

Policy Learning

2068 directly classified papers

Papers per year

Papers

A Generalized Algorithm for Multi-Objective Reinforcement Learning and Policy Adaptation NIPS 2019
DAC: The Double Actor-Critic Architecture for Learning Options NIPS 2019
Imitation-Projected Programmatic Reinforcement Learning NIPS 2019
Keeping Your Distance: Solving Sparse Reward Tasks Using Self-Balancing Shaped Rewards NIPS 2019
Learning from Trajectories via Subgoal Discovery NIPS 2019
Distributional Policy Optimization: An Alternative Approach for Continuous Control NIPS 2019
Fast Efficient Hyperparameter Tuning for Policy Gradient Methods NIPS 2019
Hierarchical Reinforcement Learning with Advantage-Based Auxiliary Rewards NIPS 2019
Surrogate Objectives for Batch Policy Optimization in One-step Decision Making NIPS 2019
Causal Confusion in Imitation Learning NIPS 2019
Mo' States Mo' Problems: Emergency Stop Mechanisms from Observation NIPS 2019
Provably Global Convergence of Actor-Critic: A Case for Linear Quadratic Regulator with Ergodic Cost NIPS 2019
Better Exploration with Optimistic Actor Critic NIPS 2019
A Family of Robust Stochastic Operators for Reinforcement Learning NIPS 2019
Trust Region-Guided Proximal Policy Optimization NIPS 2019
Almost Horizon-Free Structure-Aware Best Policy Identification with a Generative Model NIPS 2019
Finite-time Analysis of Approximate Policy Iteration for the Linear Quadratic Regulator NIPS 2019
Goal-conditioned Imitation Learning NIPS 2019
Convergent Policy Optimization for Safe Reinforcement Learning NIPS 2019
Finite-Time Performance Bounds and Adaptive Learning Rate Selection for Two Time-Scale Reinforcement Learning NIPS 2019
Imitation Learning from Observations by Minimizing Inverse Dynamics Disagreement NIPS 2019
Maximum Expected Hitting Cost of a Markov Decision Process and Informativeness of Rewards NIPS 2019
Robust exploration in linear quadratic reinforcement learning NIPS 2019
Adaptive Auxiliary Task Weighting for Reinforcement Learning NIPS 2019
Adaptive Temporal-Difference Learning for Policy Evaluation with Per-State Uncertainty Estimates NIPS 2019