Model-Guardian: Protecting against Data-Free Model Stealing Using Gradient Representations and Deceptive Predictions
Authors: Yunfei Yang, Xiaojun Chen, Yuexin Xuan, Zhendong Zhao | Published: 2025-03-23
STShield: Single-Token Sentinel for Real-Time Jailbreak Detection in Large Language Models
Authors: Xunguang Wang, Wenxuan Wang, Zhenlan Ji, Zongjie Li, Pingchuan Ma, Daoyuan Wu, Shuai Wang | Published: 2025-03-23
NVBleed: Covert and Side-Channel Attacks on NVIDIA Multi-GPU Interconnect
Authors: Yicheng Zhang, Ravan Nazaraliyev, Sankha Baran Dutta, Andres Marquez, Kevin Barker, Nael Abu-Ghazaleh | Published: 2025-03-22
Language Models May Verbatim Complete Text They Were Not Explicitly Trained On
Authors: Ken Ziyu Liu, Christopher A. Choquette-Choo, Matthew Jagielski, Peter Kairouz, Sanmi Koyejo, Percy Liang, Nicolas Papernot | Published: 2025-03-21 | Updated: 2025-03-25
CVE-Bench: A Benchmark for AI Agents’ Ability to Exploit Real-World Web Application Vulnerabilities
Authors: Yuxuan Zhu, Antony Kellermann, Dylan Bowman, Philip Li, Akul Gupta, Adarsh Danda, Richard Fang, Conner Jensen, Eric Ihli, Jason Benn, Jet Geronimo, Avi Dhir, Sudhit Rao, Kaicheng Yu, Twm Stone, Daniel Kang | Published: 2025-03-21
Bugdar: AI-Augmented Secure Code Review for GitHub Pull Requests
Authors: John Naulty, Eason Chen, Joy Wang, George Digkas, Kostas Chalkias | Published: 2025-03-21
Towards LLM Guardrails via Sparse Representation Steering
Authors: Zeqing He, Zhibo Wang, Huiyu Xu, Kui Ren | Published: 2025-03-21
ATOM: A Framework of Detecting Query-Based Model Extraction Attacks for Graph Neural Networks
Authors: Zhan Cheng, Bolin Shen, Tianming Sha, Yuan Gao, Shibo Li, Yushun Dong | Published: 2025-03-20
Empirical Analysis of Privacy-Fairness-Accuracy Trade-offs in Federated Learning: A Step Towards Responsible AI
Authors: Dawood Wasif, Dian Chen, Sindhuja Madabushi, Nithin Alluru, Terrence J. Moore, Jin-Hee Cho | Published: 2025-03-20
BadToken: Token-level Backdoor Attacks to Multi-modal Large Language Models
Authors: Zenghui Yuan, Jiawen Shi, Pan Zhou, Neil Zhenqiang Gong, Lichao Sun | Published: 2025-03-20