conftrace_

reward-free exploration

26 papers

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Also known as

RFE

Co-occurring keywords

reinforcement learning (4352) sample complexity (1169) sample efficiency (472) representation learning (6206) linear mdp (34) markov decision process (790) function approximation (319) offline reinforcement learning (492) best-policy identification (3) reward-free reinforcement learning (8)

Papers

Reinforcement Learning Without Explicit Rewards: Theory and Practice AAAI 2026
Population-Based Diverse Exploration for Sparse-Reward Multi-Agent Tasks IJCAI 2024
How does Inverse RL Scale to Large State Spaces? A Provably Efficient Approach NIPS 2024
Model-Free Representation Learning and Exploration in Low-Rank MDPs JMLR 2024
Minimax-optimal reward-agnostic exploration in reinforcement learning COLT 2024
The Value of Reward Lookahead in Reinforcement Learning NIPS 2024
SkiLD: Unsupervised Skill Discovery Guided by Factor Interactions NIPS 2024
Active Coverage for PAC Reinforcement Learning COLT 2023
Provably Efficient Adversarial Imitation Learning with Unknown Transitions UAI 2023
Representation Learning with Multi-Step Inverse Kinematics: An Efficient and Optimal Approach to Rich-Observation RL ICML 2023
Optimal Horizon-Free Reward-Free Exploration for Linear Mixture MDPs ICML 2023
One Policy is Enough: Parallel Exploration with a Single Policy is Near-Optimal for Reward-Free Reinforcement Learning AISTATS 2023
Gap-Dependent Unsupervised Exploration for Reinforcement Learning AISTATS 2022
Branching Reinforcement Learning ICML 2022
On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL NIPS 2022
Learning General World Models in a Handful of Reward-Free Deployments NIPS 2022
Provable Benefit of Multitask Representation Learning in Reinforcement Learning NIPS 2022
Exploration via Elliptical Episodic Bonuses NIPS 2022
Fast active learning for pure exploration in reinforcement learning ICML 2021
Behavior From the Void: Unsupervised Active Pre-Training NIPS 2021
Adaptive Reward-Free Exploration ALT 2021
Reward-Free Model-Based Reinforcement Learning with Linear Function Approximation NIPS 2021
Near Optimal Reward-Free Reinforcement Learning ICML 2021
Improved Corruption Robust Algorithms for Episodic Reinforcement Learning ICML 2021
Task-agnostic Exploration in Reinforcement Learning NIPS 2020