Not All Samples Are Equal: Quantifying Instance-level Difficulty in Targeted Data Poisoning
Authors: William Xu, Yiwei Lu, Yihan Wang, Matthew Y. R. Yang, Zuoqiu Liu, Gautam Kamath, Yaoliang Yu | Published: 2025-09-08
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EPT Benchmark: Evaluation of Persian Trustworthiness in Large Language Models
Authors: Mohammad Reza Mirbagheri, Mohammad Mahdi Mirkamali, Zahra Motoshaker Arani, Ali Javeri, Amir Mahdi Sadeghzadeh, Rasool Jalili | Published: 2025-09-08
Imitative Membership Inference Attack
Authors: Yuntao Du, Yuetian Chen, Hanshen Xiao, Bruno Ribeiro, Ninghui Li | Published: 2025-09-08
When Secure Isn’t: Assessing the Security of Machine Learning Model Sharing
Authors: Gabriele Digregorio, Marco Di Gennaro, Stefano Zanero, Stefano Longari, Michele Carminati | Published: 2025-09-08
LLMs in Cybersecurity: Friend or Foe in the Human Decision Loop?
Authors: Irdin Pekaric, Philipp Zech, Tom Mattson | Published: 2025-09-08
Mind Your Server: A Systematic Study of Parasitic Toolchain Attacks on the MCP Ecosystem
Authors: Shuli Zhao, Qinsheng Hou, Zihan Zhan, Yanhao Wang, Yuchong Xie, Yu Guo, Libo Chen, Shenghong Li, Zhi Xue | Published: 2025-09-08
Contrastive Self-Supervised Network Intrusion Detection using Augmented Negative Pairs
Authors: Jack Wilkie, Hanan Hindy, Christos Tachtatzis, Robert Atkinson | Published: 2025-09-08
Mask-GCG: Are All Tokens in Adversarial Suffixes Necessary for Jailbreak Attacks?
Authors: Junjie Mu, Zonghao Ying, Zhekui Fan, Zonglei Jing, Yaoyuan Zhang, Zhengmin Yu, Wenxin Zhang, Quanchen Zou, Xiangzheng Zhang | Published: 2025-09-08
Embedding Poisoning: Bypassing Safety Alignment via Embedding Semantic Shift
Authors: Shuai Yuan, Zhibo Zhang, Yuxi Li, Guangdong Bai, Wang Kailong | Published: 2025-09-08
AttestLLM: Efficient Attestation Framework for Billion-scale On-device LLMs
Authors: Ruisi Zhang, Yifei Zhao, Neusha Javidnia, Mengxin Zheng, Farinaz Koushanfar | Published: 2025-09-08