Jin Wan

A Refined Knowledge Distillation Network for Unsupervised Anomaly Detection

2024 · Electronics

Knowledge distillation has been proven to be an important component in unsupervised image anomaly detection and localization. However, a significant challenge remains in how the student network can extract more accurate feature information from the …

Graph of Verification: Structured Verification of LLM Reasoning with Directed Acyclic Graphs

2025 · arXiv (Cornell University)

Verifying the complex and multi-step reasoning of Large Language Models (LLMs) is a critical challenge, as holistic methods often overlook localized flaws. Step-by-step validation is a promising alternative, yet existing methods are often rigid. They …