Reinforcement Learning

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Performance Variation in Deep Reinforcement Learning

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

Reinforcement learning in linear embedding space unlocks generalizable control across soft robot configurations

 🤖AI  Content type: Academic
nature.com·

Development of COVID-19 Booster Vaccine Policy by Microsimulation and Q-learning

 🎲Probability Theory  Content type: Academic
arxiv.org·

HIPIF: Hierarchical Planning and Information Folding for Long-Horizon LLM Agent Learning

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

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

 Automatic Differentiation  Content type: Academic
arxiv.org·

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

 🗣️Large Language Models  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·

UNIQ: Conformal Calibration for Adaptive Conservatism in Offline Reinforcement Learning

 📊Optimization  Content type: Academic
arxiv.org·

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

 🤖AI  Content type: Academic
arxiv.org·

Beyond Uniform Token-Level Trust Region in LLM Reinforcement Learning

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

Deep reinforcement learning for process design: Review and perspective

 🧠Deep Learning  Content type: Academic
arxiv.org·

Flow-DPPO: Divergence Proximal Policy Optimization for Flow Matching Models

 📡Information Theory  Content type: Academic
arxiv.org·

SHAPO: Sharpness-Aware Policy Optimization for Safe Exploration

 Automatic Differentiation  Content type: Academic
arxiv.org·

Cooperative Long Rope Skipping via Multi-Agent Reinforcement Learning

 🤖AI  Content type: Academic
arxiv.org·

On-sky demonstration of reinforcement learning for adaptive optics control

 📊Optimization  Content type: Academic
arxiv.org·

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

 Automatic Differentiation  Content type: Academic
arxiv.org·

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

 📊Optimization  Content type: Academic
arxiv.org·

Bellman-Taylor Score Decoding for Markov Decision Processes with State-Dependent Feasible Action Sets

 Automatic Differentiation  Content type: Academic
arxiv.org·

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

 🤖AI  Content type: Academic
arxiv.org·

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

 📊Optimization  Content type: Academic
arxiv.org·
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