Information Security Based on LLM Approaches: A Review
Authors: Chang Gong, Zhongwen Li, Xiaoqi Li | Published: 2025-07-24
Prompt Injection
Tab-MIA: A Benchmark Dataset for Membership Inference Attacks on Tabular Data in LLMs
Authors: Eyal German, Sagiv Antebi, Daniel Samira, Asaf Shabtai, Yuval Elovici | Published: 2025-07-23
Depth Gives a False Sense of Privacy: LLM Internal States Inversion
Authors: Tian Dong, Yan Meng, Shaofeng Li, Guoxing Chen, Zhen Liu, Haojin Zhu | Published: 2025-07-22
Attacking interpretable NLP systems
Authors: Eldor Abdukhamidov, Tamer Abuhmed, Joanna C. S. Santos, Mohammed Abuhamad | Published: 2025-07-22
Multi-Stage Prompt Inference Attacks on Enterprise LLM Systems
Authors: Andrii Balashov, Olena Ponomarova, Xiaohua Zhai | Published: 2025-07-21
LLAMA: Multi-Feedback Smart Contract Fuzzing Framework with LLM-Guided Seed Generation
Authors: Keke Gai, Haochen Liang, Jing Yu, Liehuang Zhu, Dusit Niyato | Published: 2025-07-16
Can Large Language Models Improve Phishing Defense? A Large-Scale Controlled Experiment on Warning Dialogue Explanations
Authors: Federico Maria Cau, Giuseppe Desolda, Francesco Greco, Lucio Davide Spano, Luca Viganò | Published: 2025-07-10
Hybrid LLM-Enhanced Intrusion Detection for Zero-Day Threats in IoT Networks
Authors: Mohammad F. Al-Hammouri, Yazan Otoum, Rasha Atwa, Amiya Nayak | Published: 2025-07-10
Phishing Detection in the Gen-AI Era: Quantized LLMs vs Classical Models
Authors: Jikesh Thapa, Gurrehmat Chahal, Serban Voinea Gabreanu, Yazan Otoum | Published: 2025-07-10
CAVGAN: Unifying Jailbreak and Defense of LLMs via Generative Adversarial Attacks on their Internal Representations
Authors: Xiaohu Li, Yunfeng Ning, Zepeng Bao, Mayi Xu, Jianhao Chen, Tieyun Qian | Published: 2025-07-08