Reinforcement Learning

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GIFT: LLM-Guided State-Reward Interface for Financial Reinforcement Learning

馃搳Quantitative FinanceContent type: Academic
arxiv.org

Structure-Conditioned Actor-Critic Branches for Quality-Diversity Reinforcement Learning

馃AI ResearchContent type: Academic
arxiv.org

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

馃AI ResearchContent type: Academic
arxiv.org

On Advantage Estimates for Max@K Policy Gradients

馃AI ResearchContent type: Academic
arxiv.org

Towards End to End Motion Planning and Execution for Autonomous Underwater Vehicles Using Reinforcement Learning

馃AI ResearchContent type: Academic
arxiv.org

Discovering Interpretable Multi-Parameter Control Policies for Evolutionary Algorithms Using Deep Reinforcement Learning

馃AI ResearchContent type: Academic
arxiv.org

Performance Variation in Deep Reinforcement Learning

馃AI ResearchContent type: Academic
arxiv.org

Learning Predictive Control with Deep Koopman Operators for Autonomous Vehicle Motion Planning

馃AI ResearchContent type: Academic
arxiv.org

Beyond Uniform Token-Level Trust Region in LLM Reinforcement Learning

馃挰NLPContent type: Academic
arxiv.org

Retry Policy Gradients in Continuous Action Spaces

馃搳Quantitative FinanceContent type: Academic
arxiv.org

Failure Modes of Deep Multi-Agent RL in Asynchronous Pricing: Reproducible Triggers, Trace Diagnostics, and a Partial Fix

馃搳Quantitative FinanceContent type: Academic
arxiv.org

Learning to replenish: A hybrid deep reinforcement learning for dynamic inventory management in the pharmaceutical supply chains

馃搳Quantitative FinanceContent type: Academic
arxiv.org

Mitigating Bias in Low-SNR Financial Reinforcement Learning via Quantum Representations

馃搳Quantitative FinanceContent type: Academic
arxiv.org

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

馃挰NLPContent type: Academic
arxiv.org

A Barrier-Modulated Architecture for Safe Affine Formation Control in Second-Order Multi-Agent Systems

馃寪Distributed SystemsContent type: Academic
arxiv.org

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

馃AI ResearchContent type: Academic
arxiv.org

Test-Time Gradient Guidance of Flow Policies in Reinforcement Learning

馃AI ResearchContent type: Academic
arxiv.org

Quantum-Inspired Reinforcement Learning for Low-Latency Intrusion Detection in V2X and Internet-of-Vehicles Networks

馃搳Quantitative FinanceContent type: Academic
arxiv.org

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

馃挰NLPContent type: Academic
arxiv.org

Self-Paced Curriculum Reinforcement Learning for Autonomous Superbike Racing in Simulation

馃AI ResearchContent type: Academic
arxiv.org
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