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Guanhua Chen β most-cited papers & profile Β· Cybersecurity
β authors
Β·
overview
Guanhua Chen
9
papers Β·
36
citations Β·
0
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Most-cited papers
Tree Search for LLM Agent Reinforcement Learning
2025 Β· 33 citations
Mitigating error cancellation in density functional approximations via machine learning correction
2025 Β· 3 citations
Rethinking the Role of Entropy in Optimizing Tool-Use Behaviors for Large Language Model Agents
2026
SPPO: Sequence-Level PPO for Long-Horizon Reasoning Tasks
2026
ARGOS: Automated Functional Safety Requirement Synthesis for Embodied AI via Attribute-Guided Combinatorial Reasoning
2026
Towards Bridging the Reward-Generation Gap in Direct Alignment Algorithms
2025
SGIC: A Self-Guided Iterative Calibration Framework for RAG
2025
Evaluating Explanation Methods for Vision-and-Language Navigation
2023
FANNO: Augmenting High-Quality Instruction Data with Open-Sourced LLMs Only
2024
Topics
Training Techniques
Multi-Agent
Reinforcement Learning
Efficiency
Safety & Alignment
Evaluation
RAG
Model-Based RL
Policy Gradient
RLHF & Alignment