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Reinforcement Learning

2,944 papers

Papers per year

22
14
284
419
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'15
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'25

Papers

Small batch deep reinforcement learning NIPS 2023
Posterior Sampling for Competitive RL: Function Approximation and Partial Observation NIPS 2023
Multi Time Scale World Models NIPS 2023
Finite-Time Analysis of Whittle Index based Q-Learning for Restless Multi-Armed Bandits with Neural Network Function Approximation NIPS 2023
Safe Exploration in Reinforcement Learning: A Generalized Formulation and Algorithms NIPS 2023
Practical Contextual Bandits with Feedback Graphs NIPS 2023
Policy Optimization in a Noisy Neighborhood: On Return Landscapes in Continuous Control NIPS 2023
A Novel Framework for Policy Mirror Descent with General Parameterization and Linear Convergence NIPS 2023
Accelerating Reinforcement Learning with Value-Conditional State Entropy Exploration NIPS 2023
BEDD: The MineRL BASALT Evaluation and Demonstrations Dataset for Training and Benchmarking Agents that Solve Fuzzy Tasks NIPS 2023
State Regularized Policy Optimization on Data with Dynamics Shift NIPS 2023
Nash Regret Guarantees for Linear Bandits NIPS 2023
VOCE: Variational Optimization with Conservative Estimation for Offline Safe Reinforcement Learning NIPS 2023
OFCOURSE: A Multi-Agent Reinforcement Learning Environment for Order Fulfillment NIPS 2023
RiskQ: Risk-sensitive Multi-Agent Reinforcement Learning Value Factorization NIPS 2023
Regret Minimization via Saddle Point Optimization NIPS 2023
No-Regret Online Reinforcement Learning with Adversarial Losses and Transitions NIPS 2023
Ignorance is Bliss: Robust Control via Information Gating NIPS 2023
Reduced Policy Optimization for Continuous Control with Hard Constraints NIPS 2023
Efficient Potential-based Exploration in Reinforcement Learning using Inverse Dynamic Bisimulation Metric NIPS 2023
Provably Efficient Offline Reinforcement Learning in Regular Decision Processes NIPS 2023
KuaiSim: A Comprehensive Simulator for Recommender Systems NIPS 2023
A State Representation for Diminishing Rewards NIPS 2023
Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions NIPS 2023
Synthetic Experience Replay NIPS 2023