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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1471–1480 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
First-Explore, then Exploit: Meta-Learning to Solve Hard Exploration-Exploitation Trade-Offs	Jul 5, 2023	Meta-LearningReinforcement Learning (RL)	CodeCode Available	1	5
Flexible Attention-Based Multi-Policy Fusion for Efficient Deep Reinforcement Learning	Oct 7, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
LOA: Logical Optimal Actions for Text-based Interaction Games	Oct 21, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Local policy search with Bayesian optimization	Jun 22, 2021	Bayesian OptimizationReinforcement Learning (RL)	CodeCode Available	1	5
A Deep Reinforcement Learning Algorithm Using Dynamic Attention Model for Vehicle Routing Problems	Feb 9, 2020	Combinatorial OptimizationDecoder	CodeCode Available	1	5
Deep Reinforcement Learning for Joint Spectrum and Power Allocation in Cellular Networks	Dec 19, 2020	Deep Reinforcement LearningManagement	CodeCode Available	1	5
Deep Reinforcement Learning for List-wise Recommendations	Dec 30, 2017	Deep Reinforcement LearningRecommendation Systems	CodeCode Available	1	5
Fine-Grained Causal Dynamics Learning with Quantization for Improving Robustness in Reinforcement Learning	Jun 5, 2024	QuantizationReinforcement Learning (RL)	CodeCode Available	1	5
Age-Based Scheduling for Mobile Edge Computing: A Deep Reinforcement Learning Approach	Dec 1, 2023	Deep Reinforcement LearningEdge-computing	CodeCode Available	1	5
A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity Rewards	Jun 27, 2020	Machine Translationreinforcement-learning	CodeCode Available	1	5

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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