Author

Chongzhou Fang

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Preprint Aug 2026

Beyond End-to-End Success: Diagnosing Failures in Long-Horizon Security LLM Agents

The results show that the dominant source of failure can shift across model generations, motivating evaluation that diagnoses where and why long-horizon security agents fail rather than relying only on aggregate task success.

Wei Shao, Chongzhou Fang, Zuxiong Tan et al. · 0 citations

Preprint Aug 2026

Faults That Fortify: CNN Adversarial Robustness via GPU Undervolting

GPU undervolting is a readily deployable hardware-level defense requiring no algorithmic change, and opens a promising direction in which robustness and energy efficiency move together.

Behnam Omidi, Ahmad Tahmasivand, Husam Alsyouri et al. · 0 citations