Reinforcement Learning

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 🧠Philosophy
turingpost.com·

SHAPO: Sharpness-Aware Policy Optimization for Safe Exploration

 🛡️AI Safety  Content type: Academic
arxiv.org·

Beyond Uniform Token-Level Trust Region in LLM Reinforcement Learning

 🤖LLMs  Content type: Academic
arxiv.org·

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

 🤖LLMs  Content type: Academic
arxiv.org·

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

 🤖AI  Content type: Academic
arxiv.org·

A Unifying Lens on Reward Uncertainty in RLHF

 🤖LLMs  Content type: Academic
arxiv.org·

SocraticPO: Policy Optimization via Interactive Guidance

 🤖AI  Content type: Academic
arxiv.org·

Self-evolving LLM agents with in-distribution Optimization

 🤖LLMs  Content type: Academic
arxiv.org·

Test-Time Gradient Guidance of Flow Policies in Reinforcement Learning

 🛡️AI Safety  Content type: Academic
arxiv.org·

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

 🤖LLMs  Content type: Academic
arxiv.org·

TT-DAC-PS: Twin-Target Deterministic Actor-Critic with Policy Smoothing for Optimal Trade Execution

 🤖AI  Content type: Academic
arxiv.org·

Fast and Highly Expressive Policy Learning for Offline Reinforcement Learning via Bootstrapped Flow Q-Learning

 🛡️AI Safety  Content type: Academic
arxiv.org·

Multilingual Sentiment Aware Text Summarization A Reinforcement Learning Approach for Consistency Maintenance

 🤖LLMs  Content type: Academic
arxiv.org·

Mechanistic Analysis of Alignment Algorithms in Language Models

 🤖LLMs  Content type: Academic
arxiv.org·

Performance Variation in Deep Reinforcement Learning

 🛡️AI Safety  Content type: Academic
arxiv.org·

Rethinking the Divergence Regularization in LLM RL

 🤖LLMs  Content type: Academic
arxiv.org·

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

 🩺Health  Content type: Academic
arxiv.org·

BiasGRPO: Stabilizing Bias Mitigation in High-Variance Reward Landscapes via Group-Relative Policy Optimization

 🤖LLMs  Content type: Academic
arxiv.org·

Embodiment-conditioned Generalist Control for Multirotor Aerial Robots

 🔄Transformers  Content type: Academic
arxiv.org·

Belief-Space Quantum-Inspired Reinforcement Learning for Partially Observable Autonomous Cyber Defense in the Internet of Vehicles

 🛡️AI Safety  Content type: Academic
arxiv.org·

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