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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 771–780 of 15113 papers

Title	Date	Tasks	Status	Hype
Contention Window Optimization in IEEE 802.11ax Networks with Deep Reinforcement Learning	Mar 3, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Context-aware Dynamics Model for Generalization in Model-Based Reinforcement Learning	May 14, 2020	modelModel-based Reinforcement Learning	CodeCode Available	1
Adversarially Trained Actor Critic for Offline Reinforcement Learning	Feb 5, 2022	continuous-controlContinuous Control	CodeCode Available	1
Constructions in combinatorics via neural networks	Apr 29, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Contextualized Rewriting for Text Summarization	Jan 31, 2021	Extractive Summarizationreinforcement-learning	CodeCode Available	1
Continual Model-Based Reinforcement Learning with Hypernetworks	Sep 25, 2020	Continual Learningmodel	CodeCode Available	1
Constrained Policy Optimization via Bayesian World Models	Jan 24, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Diffusion Policies creating a Trust Region for Offline Reinforcement Learning	May 30, 2024	D4RLDenoising	CodeCode Available	1
Constrained episodic reinforcement learning in concave-convex and knapsack settings	Jun 9, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	1
Constrained Update Projection Approach to Safe Policy Optimization	Sep 15, 2022	Reinforcement Learning (RL)Safe Reinforcement 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