大模型对齐与安全

SUV: Scalable Large Language Model Copyright Compliance with Regularized Selective Unlearning

Tianyang Xu, Xiaoze Liu, Feijie Wu, Xiaoqian Wang, Jing Gao

机构 * Purdue University（普渡大学） 纠错

专题命中 隐私与版权 ：DPO(abstract)；分类 cs.CL、cs.AI、cs.CY

Comments COLM 2025

Sanitize Your Responses: Mitigating Privacy Leakage in Large Language Models

Wenjie Fu, Huandong Wang, Junyao Gao, Guoan Wan, Tao Jiang

专题命中 隐私与版权 ：safety(abstract)；分类 cs.CL、cs.LG

Beyond Jailbreaking: Auditing Contextual Privacy in LLM Agents

Saswat Das, Jameson Sandler, Ferdinando Fioretto

专题命中 隐私与版权 ：safety(abstract)；分类 cs.CL、cs.AI

Unveiling Over-Memorization in Finetuning LLMs for Reasoning Tasks

Zhiwen Ruan, Yun Chen, Yutao Hou, Peng Li, Yang Liu, Guanhua Chen

机构 * Southern University of Science and Technology（南方科技大学） ； Tsinghua University（清华大学） ； Shanghai University of Finance and Economics（上海财经大学） 纠错

专题命中 隐私与版权 ：alignment(abstract)；分类 cs.CL

An Ensemble Framework for Unbiased Language Model Watermarking

Yihan Wu, Ruibo Chen, Georgios Milis, Heng Huang

专题命中 隐私与版权 ：safety(abstract)