作者位次 #3/5ICLR 2026Poster· Social Aspects / Trustworthy Machine Learning
Unlearning Isn't Invisible: Detecting Unlearning Traces in LLMs from Model Outputs
Yiwei Chen · Soumyadeep Pal · Yimeng Zhang · Qing Qu · Sijia Liu
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Yiwei Chen · Soumyadeep Pal · Yimeng Zhang · Qing Qu · Sijia Liu
Yimeng Zhang · Tian Wang · Jiri Gesi · Ziyi Wang · Yuxuan Lu · Jiacheng Lin · Simon Zhan · Vianne Gao · Ruochen Jiao · Junze Liu · Kun Qian · Yuxin Tang · Ran Xue · Houyu Zhang · Qingjun Cui · Yufan Guo · Dakuo Wang
Ziyi Wang · Yuxuan Lu · Yimeng Zhang · Pei Chen · Ziwei Dong · Jing Huang · Jiri Gesi · Xianfeng Tang · Chen Luo · Qun Liu · Yisi Sang · Hanqing Lu · Manling Li · Jin Lai · Dakuo Wang
Tool-calling agents are increasingly deployed in real-world customer-facing workflows. Yet most studies on tool-calling agents focus on idealized settings with general, fixed, and well-specified tasks.In real-world applications, user requests are often (1) ambiguous, (2) changing over time, or (3...