Reinforcement Learning

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Deep reinforcement learning for process design: Review and perspective

馃敘TensorFlowContent type: Academic
arxiv.org

COP-Q: Safety-First Reinforcement Learning for Robot Control via Cholesky-Ordered Projection

馃Machine LearningContent type: Academic
arxiv.org

A Unifying Lens on Reward Uncertainty in RLHF

馃AIContent type: Academic
arxiv.org

Path Planning Using Deep Deterministic Policy Gradient: A Reinforcement Learning Approach

馃AIContent type: Academic
arxiv.org

Exact Unlearning in Reinforcement Learning

馃AIContent type: Academic
arxiv.org

Uncertainty-Aware LLM-Guided Policy Shaping for Sparse-Reward Reinforcement Learning

馃敘TensorFlowContent type: Academic
arxiv.org

Progress-SQL: Improving Reinforcement Learning for Text-to-SQL via Progressive Rewards

馃敘TensorFlowContent type: Academic
arxiv.org

Selective-Advantage Entropy-Adaptive Horizon GRPO: Asymmetric Token-Level Discounting for Efficient Reinforcement Learning of Language Models

馃TransformersContent type: Academic
arxiv.org

QnRL: Quantum-Native Reinforcement Learning

馃摲PhotographyContent type: Academic
arxiv.org

Fog of Love: Engineering Virtuous Agent Behavior with Affinity-based Reinforcement Learning in a Game Environment

馃AIContent type: Academic
arxiv.org

Performance Variation in Deep Reinforcement Learning

馃敘TensorFlowContent type: Academic
arxiv.org

Drag reduction or reward hacking? Recurrent multi-agent reinforcement learning that earns its reward

馃TransformersContent type: Academic
arxiv.org

EvalStop: Using World Feedback to Detect and Correct Reward Overoptimization in Multi-Tenant RLHF Platforms

馃AIContent type: Academic
arxiv.org

Explainably Safe Reinforcement Learning

馃敘TensorFlowContent type: Academic
arxiv.org

GARL: Game-Theoretic Reinforcement Learning for Multi-Agent Strategic Prioritisation

馃敆Markov ChainsContent type: Academic
arxiv.org

Self-Optimizing Control of Continuous Processes Based on Reinforcement Learning

馃Machine LearningContent type: Academic
arxiv.org

Enhancing the MADDPG Algorithm for Multi-Agent Learning via Action Inference and Importance Sampling

馃敘TensorFlowContent type: Academic
arxiv.org

Merging model-based control with multi-agent reinforcement learning for multi-agent cooperative teaming strategies

馃AIContent type: Academic
arxiv.org

RUBAS: Rubric-Based Reinforcement Learning for Agent Safety

馃AIContent type: Academic
arxiv.org

Reinforcement Learning from Rich Feedback with Distributional DAgger

馃敘TensorFlowContent type: Academic
arxiv.org

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