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← Reinforcement Learning
Reinforcement Learning ›

Methods

6,493 papers (10 classified directly here)

Subtopics

Deep RL (3,886) Policy Learning (2,076) Multi-Agent Systems (1,019) Offline RL (726) Meta-Learning (25) Model-Based RL (12)

Papers per year

2
31
34
727
530
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Papers (including subtopics)

Learning Temporally AbstractWorld Models without Online Experimentation ICML 2023
Go Beyond Imagination: Maximizing Episodic Reachability with World Models ICML 2023
Meta-learning Parameterized Skills ICML 2023
Hierarchies of Reward Machines ICML 2023
Cell-Free Latent Go-Explore ICML 2023
Graph Reinforcement Learning for Network Control via Bi-Level Optimization ICML 2023
Scaling Laws for Reward Model Overoptimization ICML 2023
On the Global Convergence of Fitted Q-Iteration with Two-layer Neural Network Parametrization ICML 2023
Oracles & Followers: Stackelberg Equilibria in Deep Multi-Agent Reinforcement Learning ICML 2023
Provably Efficient Representation Learning with Tractable Planning in Low-Rank POMDP ICML 2023
Social learning spontaneously emerges by searching optimal heuristics with deep reinforcement learning ICML 2023
Nearly Minimax Optimal Reinforcement Learning for Linear Markov Decision Processes ICML 2023
Distance Weighted Supervised Learning for Offline Interaction Data ICML 2023
A Study of Global and Episodic Bonuses for Exploration in Contextual MDPs ICML 2023
Multi-Task Off-Policy Learning from Bandit Feedback ICML 2023
Probably Anytime-Safe Stochastic Combinatorial Semi-Bandits ICML 2023
For Pre-Trained Vision Models in Motor Control, Not All Policy Learning Methods are Created Equal ICML 2023
Reinforcement Learning in Low-rank MDPs with Density Features ICML 2023
Reparameterized Policy Learning for Multimodal Trajectory Optimization ICML 2023
Policy Contrastive Imitation Learning ICML 2023
The Impact of Exploration on Convergence and Performance of Multi-Agent Q-Learning Dynamics ICML 2023
Principled Offline RL in the Presence of Rich Exogenous Information ICML 2023
Curiosity in Hindsight: Intrinsic Exploration in Stochastic Environments ICML 2023
Robust Subtask Learning for Compositional Generalization ICML 2023
Beyond Reward: Offline Preference-guided Policy Optimization ICML 2023