Reinforcement Learning

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From Ticks to Flows: Dynamics of Neural Reinforcement Learning in Continuous Environments

 💬Prompt Engineering  Content type: Academic
arxiv.org·

HARBOR: A Harness Framework for Agentic Robot Reinforcement Learning

 💬Prompt Engineering  Content type: Academic
arxiv.org·

3SPO: State-Score-Supervised Policy Optimization for LLM Agents

 🗣️LLMs  Content type: Academic
arxiv.org·

Self-Distilled Policy Gradient

 💬Prompt Engineering  Content type: Academic
arxiv.org·

ARTA: Adaptive Reinforcement-Learning-Based Throttling Agent for RowHammer Vulnerabilities

 💬Prompt Engineering  Content type: Academic
arxiv.org·

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

 💬Prompt Engineering  Content type: Academic
arxiv.org·

SHAPO: Sharpness-Aware Policy Optimization for Safe Exploration

 💬Prompt Engineering  Content type: Academic
arxiv.org·

On Advantage Estimates for Max@K Policy Gradients

 🗣️LLMs  Content type: Academic
arxiv.org·

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

 🗣️LLMs  Content type: Academic
arxiv.org·

Reasoning or Memorization? Direction-Aware Diversity Exploration in LLM Reinforcement Learning

 🗣️LLMs  Content type: Academic
arxiv.org·

Deep reinforcement learning for process design: Review and perspective

 💬Prompt Engineering  Content type: Academic
arxiv.org·

RL Excursions during Pre-Training: Re-examining Policy Optimization for LLM training

 🗣️LLMs  Content type: Academic
arxiv.org·

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

 🤖AI  Content type: Academic
arxiv.org·

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

 🗣️LLMs  Content type: Academic
arxiv.org·

MODIP: Efficient Model-Based Optimization for Diffusion Policies

 🗣️LLMs  Content type: Academic
arxiv.org·

Self-Optimizing Control of Continuous Processes Based on Reinforcement Learning

 🧠Machine Learning  Content type: Academic
arxiv.org·

Neuro-Symbolic Injection of LTLf Constraints in Autoregressive Reinforcement Learning Policies

 🗣️LLMs  Content type: Academic
arxiv.org·

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

 🤖AI  Content type: Academic
arxiv.org·

ConSteer-RL: Steering Reasoning Capabilities in Large Language Models via Confidence-Aware Reinforcement Learning

 🗣️LLMs  Content type: Academic
arxiv.org·

Exact Unlearning in Reinforcement Learning

 🤖AI  Content type: Academic
arxiv.org·
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