Can Federated Learning Safeguard Private Data in LLM Training? Vulnerabilities, Attacks, and Defense Evaluation
Authors: Wenkai Guo, Xuefeng Liu, Haolin Wang, Jianwei Niu, Shaojie Tang, Jing Yuan | Published: 2025-09-25
Prompt Injection
A Framework for Rapidly Developing and Deploying Protection Against Large Language Model Attacks
Authors: Adam Swanda, Amy Chang, Alexander Chen, Fraser Burch, Paul Kassianik, Konstantin Berlin | Published: 2025-09-25
Adversarial Defense in Cybersecurity: A Systematic Review of GANs for Threat Detection and Mitigation
Authors: Tharcisse Ndayipfukamiye, Jianguo Ding, Doreen Sebastian Sarwatt, Adamu Gaston Philipo, Huansheng Ning | Published: 2025-09-24 | Updated: 2025-09-30
bi-GRPO: Bidirectional Optimization for Jailbreak Backdoor Injection on LLMs
Authors: Wence Ji, Jiancan Wu, Aiying Li, Shuyi Zhang, Junkang Wu, An Zhang, Xiang Wang, Xiangnan He | Published: 2025-09-24
LLMs as verification oracles for Solidity
Authors: Massimo Bartoletti, Enrico Lipparini, Livio Pompianu | Published: 2025-09-23
LLM-based Vulnerability Discovery through the Lens of Code Metrics
Authors: Felix Weissberg, Lukas Pirch, Erik Imgrund, Jonas Möller, Thorsten Eisenhofer, Konrad Rieck | Published: 2025-09-23
LLM-Driven SAST-Genius: A Hybrid Static Analysis Framework for Comprehensive and Actionable Security
Authors: Vaibhav Agrawal, Kiarash Ahi | Published: 2025-09-18 | Updated: 2025-09-23
Evil Vizier: Vulnerabilities of LLM-Integrated XR Systems
Authors: Yicheng Zhang, Zijian Huang, Sophie Chen, Erfan Shayegani, Jiasi Chen, Nael Abu-Ghazaleh | Published: 2025-09-18
Beyond Surface Alignment: Rebuilding LLMs Safety Mechanism via Probabilistically Ablating Refusal Direction
Authors: Yuanbo Xie, Yingjie Zhang, Tianyun Liu, Duohe Ma, Tingwen Liu | Published: 2025-09-18
A Multi-Agent LLM Defense Pipeline Against Prompt Injection Attacks
Authors: S M Asif Hossain, Ruksat Khan Shayoni, Mohd Ruhul Ameen, Akif Islam, M. F. Mridha, Jungpil Shin | Published: 2025-09-16 | Updated: 2025-10-01