🎯 Reinforcement Learning - jobz · Scour

Representation-Aware Advantage Estimation: Your Reward Model Provides More Than A Scalar Output

🧠LLMs Academic

Selective-Advantage Entropy-Adaptive Horizon GRPO: Asymmetric Token-Level Discounting for Efficient Reinforcement Learning of Language Models

🎛️Fine-tuning Academic

SocraticPO: Policy Optimization via Interactive Guidance

💾Agent Memory Academic

SHAPO: Sharpness-Aware Policy Optimization for Safe Exploration

💻AI Coding Academic

Agentic Monte Carlo: Simulating Reinforcement Learning for Black-Box Agents

🧠Reasoning Models Academic

Event-Driven Reinforcement Learning Enables Long-Horizon Control in Semiconductor Fabrication

💾Agent Memory Academic

SALT: When More Rollouts Don't Help in Group-Based Policy Optimization and How to Make Them Matter

💾Agent Memory Academic

Towards End to End Motion Planning and Execution for Autonomous Underwater Vehicles Using Reinforcement Learning

🌐World Models Academic

Beyond Uniform Token-Level Trust Region in LLM Reinforcement Learning

🧠LLMs Academic

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

💾Agent Memory Academic

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

🌐World Models Academic

MDP-GRPO: Stabilized Group Relative Policy Optimization for Multi-Constraint Instruction Following

📊Model Evaluation Academic

Deep reinforcement learning for process design: Review and perspective

🧠Reasoning Models Academic

Geometry-Aware Reinforcement Learning for 2D Irregular Nesting

🌐World Models Academic

Learning to replenish: A hybrid deep reinforcement learning for dynamic inventory management in the pharmaceutical supply chains

💾Agent Memory Academic

Momentum for Reasoning: Dense Intrinsic Signals in Policy Optimization

🧠Reasoning Models Academic

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

🧠LLMs Academic

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

🤖AI Agents Academic

A Regret Minimization Framework on Preference Learning in Large Language Models

🧠LLMs Academic

PRPO: Perception-Reinforced Policy Optimization via Token-Level Dynamic Advantage Reshaping

👁️Multimodal AI Academic

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