SoK: Data Reconstruction Attacks Against Machine Learning Models: Definition, Metrics, and Benchmark
Authors: Rui Wen, Yiyong Liu, Michael Backes, Yang Zhang | Published: 2025-06-09
Model DoS
Attention Knows Whom to Trust: Attention-based Trust Management for LLM Multi-Agent Systems
Authors: Pengfei He, Zhenwei Dai, Xianfeng Tang, Yue Xing, Hui Liu, Jingying Zeng, Qiankun Peng, Shrivats Agrawal, Samarth Varshney, Suhang Wang, Jiliang Tang, Qi He | Published: 2025-06-03
A Red Teaming Roadmap Towards System-Level Safety
Authors: Zifan Wang, Christina Q. Knight, Jeremy Kritz, Willow E. Primack, Julian Michael | Published: 2025-05-30 | Updated: 2025-06-09
IRCopilot: Automated Incident Response with Large Language Models
Authors: Xihuan Lin, Jie Zhang, Gelei Deng, Tianzhe Liu, Xiaolong Liu, Changcai Yang, Tianwei Zhang, Qing Guo, Riqing Chen | Published: 2025-05-27
From Trade-off to Synergy: A Versatile Symbiotic Watermarking Framework for Large Language Models
Authors: Yidan Wang, Yubing Ren, Yanan Cao, Binxing Fang | Published: 2025-05-15
A Weighted Byzantine Fault Tolerance Consensus Driven Trusted Multiple Large Language Models Network
Authors: Haoxiang Luo, Gang Sun, Yinqiu Liu, Dongcheng Zhao, Dusit Niyato, Hongfang Yu, Schahram Dustdar | Published: 2025-05-08
OBLIVIATE: Robust and Practical Machine Unlearning for Large Language Models
Authors: Xiaoyu Xu, Minxin Du, Qingqing Ye, Haibo Hu | Published: 2025-05-07
AutoPatch: Multi-Agent Framework for Patching Real-World CVE Vulnerabilities
Authors: Minjae Seo, Wonwoo Choi, Myoungsung You, Seungwon Shin | Published: 2025-05-07
An Investigation of Large Language Models and Their Vulnerabilities in Spam Detection
Authors: Qiyao Tang, Xiangyang Li | Published: 2025-04-14
No Free Lunch with Guardrails
Authors: Divyanshu Kumar, Nitin Aravind Birur, Tanay Baswa, Sahil Agarwal, Prashanth Harshangi | Published: 2025-04-01 | Updated: 2025-04-03