Reinforcement Learning

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Deep reinforcement learning for process design: Review and perspective

馃Machine LearningContent type: Academic
arxiv.org

Beyond Uniform Token-Level Trust Region in LLM Reinforcement Learning

馃挰LLMContent type: Academic
arxiv.org

SocraticPO: Policy Optimization via Interactive Guidance

馃AIContent type: Academic
arxiv.org

Cooperative Long Rope Skipping via Multi-Agent Reinforcement Learning

馃AIContent type: Academic
arxiv.org

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

馃挰LLMContent type: Academic
arxiv.org

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

馃AIContent type: Academic
arxiv.org

Mult-DPO: Multinomial Direct Preference Optimization for Recommender Systems

馃挰LLMContent type: Academic
arxiv.org

Self-evolving LLM agents with in-distribution Optimization

馃挰LLMContent type: Academic
arxiv.org

MODIP: Efficient Model-Based Optimization for Diffusion Policies

馃Machine LearningContent type: Academic
arxiv.org

An Agency-Transferring Model-Free Policy Enhancement Technique

馃Machine LearningContent type: Academic
arxiv.org

Policy Gradient for Continuous-Time Robust Markov Decision Processes

馃挰LLMContent type: Academic
arxiv.org

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

馃Machine LearningContent type: Academic
arxiv.org

The Neutral Mask: How RLHF Provides Shallow Alignment while Leaving Partisan Structure Intact in a Large Language Model

馃挰LLMContent type: Academic
arxiv.org

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

馃挰LLMContent type: Academic
arxiv.org

Self-Evolving Scientific Agent Discovers Generalizable Physically-Reasoned Fluid Control

馃AIContent type: Academic
arxiv.org

SARM2: Multi-Task Stage Aware Reward Modeling for Self Improving Robotic Manipulation

馃AIContent type: Academic
arxiv.org

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

馃AIContent type: Academic
arxiv.org

TRACE: A Unified Rollout Budget Allocation Framework for Efficient Agentic Reinforcement Learning

馃AIContent 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

Variational Proximal Policy Optimization

馃Machine LearningContent type: Academic
arxiv.org
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