Author

Pan Li

3 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#machine learning Preprint Sep 2026

Making LLMs Truly Forget: Deep Unlearning by Searching, Selecting, and Severing Knowledge Paths

While an unlearned language model may no longer recall a fact directly, the fact often remains recoverable through multi-hop reasoning over related knowledge. Most existing unlearning techniques overlook this vulnerability, targeting facts in isolation while leaving their supporting knowledge intact. To achieve true fo...

Jia-Lu Wang, Pei-Zhi Niu, Hao-Teng Yin et al. · 0 citations

#artificial intelligence Preprint Sep 2026

SEAD: A State-Based Perspective on Attack and Defense in Tool-Using Agents

Language-model agents increasingly use tools to act on external systems. Earlier actions can alter files, permissions, database records, or other state, making a later routine-looking action harmful. Yet the visible interaction may not reveal the underlying state needed to assess that action. We formulate attack and de...

Xin-Jie Shen, Jun-Ran Wang, Rong-Zhe Wei et al. · 0 citations

Jul 2026

All Explanations are Wrong, But Many Are Useful: Exploring the Rashomon Explanation Set with Large Language Models

The Rashomon Explanation paradigm is introduced, which builds a set of faithful, prediction-guiding explanations rather than a single one, and it is proved that this set is generally non-empty and that explanation fidelity bounds the performance of the models it guides.

Pan Li · arXiv.org · 0 citations