Reinforcement Learning

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Cooperative Long Rope Skipping via Multi-Agent Reinforcement Learning

 🤖AI  Content type: Academic
arxiv.org·

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

 Automatic Differentiation  Content type: Academic
arxiv.org·

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

 🤖AI  Content type: Academic
arxiv.org·

Claw-R1: A Step-Level Data Middleware System for Agentic Reinforcement Learning

 🗣️Large Language Models  Content type: Academic
arxiv.org·

Self-evolving LLM agents with in-distribution Optimization

 🗣️Large Language Models  Content type: Academic
arxiv.org·

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

 🤖Transformers  Content type: Academic
arxiv.org·

Learning Multi-Agent Communication Protocol: Study on Information Entropy Efficiency in MARL

 📊Optimization  Content type: Academic
arxiv.org·

Exploring Agentic Tool-Calling Decisions via Uncertainty-Aligned Reinforcement Learning

 Automatic Differentiation  Content type: Academic
arxiv.org·

The Sim-to-Real Gap of Foundation Model Agents: A Unified MDP Perspective

 Automatic Differentiation  Content type: Academic
arxiv.org·

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

 📊Optimization  Content type: Academic
arxiv.org·

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

 🗣️Large Language Models  Content type: Academic
arxiv.org·

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

 Automatic Differentiation  Content type: Academic
arxiv.org·

Declarative Skills for AI Agents in Knowledge-Grounded Tool-Use Workflows

 🗣️Large Language Models  Content type: Academic
arxiv.org·

Baichuan-M4: A Clinical-Grade Medical Agent System for Continuous Care

 🤖AI  Content type: Academic
arxiv.org·

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

 🎯Decision Theory  Content type: Academic
arxiv.org·

Modelling Opinion Dynamics at Scale with Deep MARL

 🎯Decision Theory  Content type: Academic
arxiv.org·

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

 🤖AI  Content type: Academic
arxiv.org·

QnRL: Quantum-Native Reinforcement Learning

 🎲Probability Theory  Content type: Academic
arxiv.org·

RUBAS: Rubric-Based Reinforcement Learning for Agent Safety

 Automatic Differentiation  Content type: Academic
arxiv.org·

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

 Automatic Differentiation  Content type: Academic
arxiv.org·

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