Reinforcement Learning (RL)

Reinforcement Learning (RL) involves training an agent to take actions in an environment to maximize a cumulative reward signal. The agent interacts with the environment and learns by receiving feedback in the form of rewards or punishments for its actions. The goal of reinforcement learning is to find the optimal policy or decision-making strategy that maximizes the long-term reward.

Papers

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Showing 801–810 of 15113 papers

Title	Date	Tasks	Status	Hype
Constrained Policy Optimization via Bayesian World Models	Jan 24, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Don't Touch What Matters: Task-Aware Lipschitz Data Augmentation for Visual Reinforcement Learning	Feb 21, 2022	Data AugmentationDiversity	CodeCode Available	1
AlberDICE: Addressing Out-Of-Distribution Joint Actions in Offline Multi-Agent RL via Alternating Stationary Distribution Correction Estimation	Nov 3, 2023	Reinforcement Learning (RL)	CodeCode Available	1
Active Inference for Stochastic Control	Aug 27, 2021	Reinforcement Learning (RL)	CodeCode Available	1
Drafting in Collectible Card Games via Reinforcement Learning	Nov 7, 2020	Card GamesDeep Reinforcement Learning	CodeCode Available	1
Drama: Mamba-Enabled Model-Based Reinforcement Learning Is Sample and Parameter Efficient	Oct 11, 2024	MambaModel-based Reinforcement Learning	CodeCode Available	1
Consistent Paths Lead to Truth: Self-Rewarding Reinforcement Learning for LLM Reasoning	Jun 10, 2025	Large Language Modelreinforcement-learning	CodeCode Available	1
Constrained Update Projection Approach to Safe Policy Optimization	Sep 15, 2022	Reinforcement Learning (RL)Safe Reinforcement Learning	CodeCode Available	1
DRL4Route: A Deep Reinforcement Learning Framework for Pick-up and Delivery Route Prediction	Jul 30, 2023	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Contextualize Me -- The Case for Context in Reinforcement Learning	Feb 9, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PPG	Mean Normalized Performance	0.76	—	Unverified
2	PPO	Mean Normalized Performance	0.58	—	Unverified