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
Are Trees Really Green? A Detection Approach of IoT Malware Attacks
Authors: Silvia Lucia Sanna, Diego Soi, Davide Maiorca, Giorgio Giacinto | Published: 2025-06-09
Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model Reliability
Authors: Jie Bao, Chuangyin Dang, Rui Luo, Hanwei Zhang, Zhixin Zhou | Published: 2025-06-09
LLM Unlearning Should Be Form-Independent
Authors: Xiaotian Ye, Mengqi Zhang, Shu Wu | Published: 2025-06-09
“I wasn’t sure if this is indeed a security risk”: Data-driven Understanding of Security Issue Reporting in GitHub Repositories of Open Source npm Packages
Authors: Rajdeep Ghosh, Shiladitya De, Mainack Mondal | Published: 2025-06-09
TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems
Authors: Marco Di Gennaro, Giovanni De Lucia, Stefano Longari, Stefano Zanero, Michele Carminati | Published: 2025-06-09
MalGEN: A Generative Agent Framework for Modeling Malicious Software in Cybersecurity
Authors: Bikash Saha, Sandeep Kumar Shukla | Published: 2025-06-09
Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain
Authors: Bassam Noori Shaker, Bahaa Al-Musawi, Mohammed Falih Hassan | Published: 2025-06-09
Enhancing Watermarking Quality for LLMs via Contextual Generation States Awareness
Authors: Peiru Yang, Xintian Li, Wanchun Ni, Jinhua Yin, Huili Wang, Guoshun Nan, Shangguang Wang, Yongfeng Huang, Tao Qi | Published: 2025-06-09
Beyond Jailbreaks: Revealing Stealthier and Broader LLM Security Risks Stemming from Alignment Failures
Authors: Yukai Zhou, Sibei Yang, Wenjie Wang | Published: 2025-06-09