Author

Zhuo-Yun Li

3 papers indexed here

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#artificial intelligence Preprint Sep 2026

Do We Need Complex Topology Control? Distinct-Peer Random Routing Improves Cost-Efficiency in Sparse Multi-Agent Debate

Multi-agent debate (MAD) has emerged as a promising paradigm for improving the reasoning accuracy of large language models (LLMs) through iterative peer interaction. Communication topology plays a central role in this process, motivating increasingly sophisticated mechanisms that learn, adapt, or dynamically reconfigur...

Bo-Xuan Wang, Zhuo-Yun Li, Xiao-Wei Huang et al. · 0 citations

#natural language process... Jun 2026

SCOPE: Sequential Conformal Probing for Reliable OOD Rejection in LLM Services

This paper introduces SCOPE (Sequential Conformal OOD Probing and Evaluation), a framework that selects a readable hidden layer, constructs a conformal gate with IND calibration, and uses a supermartingale e-process to certify persistent service-boundary evidence.

Zhuo-Yun Li, Bo-Xuan Wang, Chang Wu et al. · arXiv.org · 3 citations

#artificial intelligence May 2026

FragileFlow: Spectral Control of Correct-but-Fragile Predictions for Foundation Model Robustness

FragileFlow is introduced, a plug-in regularizer that uses a calibrated margin buffer to identify correct-but-fragile predictions and organize their off-class probability mass into a class-wise vulnerable-risk matrix and provides the first PAC-Bayes upper bound for this margin-aware error-flow object.

Zhuo-Yun Li, Bo-Xuan Wang, Jinwei Hu et al. · arXiv.org · 4 citations