← Methods
Reinforcement Learning › Methods ›

Policy Learning

2068 directly classified papers

Papers per year

Papers

Globally Convergent Policy Search for Output Estimation NIPS 2022
Conservative Dual Policy Optimization for Efficient Model-Based Reinforcement Learning NIPS 2022
Exploring through Random Curiosity with General Value Functions NIPS 2022
Robust Imitation of a Few Demonstrations with a Backwards Model NIPS 2022
On the Convergence Rate of Off-Policy Policy Optimization Methods with Density-Ratio Correction AISTATS 2022
TaSIL: Taylor Series Imitation Learning NIPS 2022
Confident Approximate Policy Iteration for Efficient Local Planning in $q^\pi$-realizable MDPs NIPS 2022
Robust Anytime Learning of Markov Decision Processes NIPS 2022
On Reinforcement Learning and Distribution Matching for Fine-Tuning Language Models with no Catastrophic Forgetting NIPS 2022
Learning to Grasp the Ungraspable with Emergent Extrinsic Dexterity CORL 2022
Discovered Policy Optimisation NIPS 2022
USHER: Unbiased Sampling for Hindsight Experience Replay CORL 2022
Plan To Predict: Learning an Uncertainty-Foreseeing Model For Model-Based Reinforcement Learning NIPS 2022
Semi-infinitely Constrained Markov Decision Processes NIPS 2022
Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement Learning NIPS 2022
A Unified Framework for Alternating Offline Model Training and Policy Learning NIPS 2022
Sequence Model Imitation Learning with Unobserved Contexts NIPS 2022
A Few Expert Queries Suffices for Sample-Efficient RL with Resets and Linear Value Approximation NIPS 2022
MDPGT: Momentum-Based Decentralized Policy Gradient Tracking AAAI 2022
Value Function Approximations via Kernel Embeddings for No-Regret Reinforcement Learning ACML 2022
Goal Recognition as Reinforcement Learning AAAI 2022
Adaptive Pairwise Weights for Temporal Credit Assignment AAAI 2022
Reinforcement Learning Explainability via Model Transforms (Student Abstract) AAAI 2022
Convergence and Optimality of Policy Gradient Methods in Weakly Smooth Settings AAAI 2022
Robust Action Gap Increasing with Clipped Advantage Learning AAAI 2022