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Zong-Gen Li

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#artificial intelligence Preprint Oct 2026

Fed-GRPO: Reward-Signal-Driven Federated Group Relative Policy Optimization

Large Language Models (LLMs) have shown strong reasoning capabilities when fine-tuned with reinforcement learning (RL), particularly through Group Relative Policy Optimization (GRPO). However, existing GRPO methods assume centralized access to training data, which may not hold in practice due to privacy or regulatory c...

Peng-Xin Guo, Shuang Zeng, Zong-Gen Li et al. · 0 citations
#natural language process... Preprint Oct 2025

Deep Research Agents Brings Deeper Harm

Alarming misalignment in DR agents is demonstrated and underscore the urgent need for tailored alignment techniques: both the research role assignment and the multi-step execution mechanism weaken alignment of the base LLM, leading to severe safety breaches.

Shuo Chen, Zong-Gen Li, Xing-Yu Jin et al. · 2 citations · ⚡1

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