LLMs in the SOC: An Empirical Study of Human-AI Collaboration in Security Operations Centres

Authors: Ronal Singh, Shahroz Tariq, Fatemeh Jalalvand, Mohan Baruwal Chhetri, Surya Nepal, Cecile Paris, Martin Lochner | Published: 2025-08-26

FALCON: Autonomous Cyber Threat Intelligence Mining with LLMs for IDS Rule Generation

Authors: Shaswata Mitra, Azim Bazarov, Martin Duclos, Sudip Mittal, Aritran Piplai, Md Rayhanur Rahman, Edward Zieglar, Shahram Rahimi | Published: 2025-08-26

Membership Inference Attacks on LLM-based Recommender Systems

Authors: Jiajie He, Yuechun Gu, Min-Chun Chen, Keke Chen | Published: 2025-08-26

Training Language Model Agents to Find Vulnerabilities with CTF-Dojo

Authors: Terry Yue Zhuo, Dingmin Wang, Hantian Ding, Varun Kumar, Zijian Wang | Published: 2025-08-25 | Updated: 2025-09-23

$AutoGuardX$: A Comprehensive Cybersecurity Framework for Connected Vehicles

Authors: Muhammad Ali Nadeem, Bishwo Prakash Pokharel, Naresh Kshetri, Achyut Shankar, Gokarna Sharma | Published: 2025-08-25

Learning from Few Samples: A Novel Approach for High-Quality Malcode Generation

Authors: Haijian Ma, Daizong Liu, Xiaowen Cai, Pan Zhou, Yulai Xie | Published: 2025-08-25

MalLoc: Toward Fine-grained Android Malicious Payload Localization via LLMs

Authors: Tiezhu Sun, Marco Alecci, Aleksandr Pilgun, Yewei Song, Xunzhu Tang, Jordan Samhi, Tegawendé F. Bissyandé, Jacques Klein | Published: 2025-08-25

Confusion is the Final Barrier: Rethinking Jailbreak Evaluation and Investigating the Real Misuse Threat of LLMs

Authors: Yu Yan, Sheng Sun, Zhe Wang, Yijun Lin, Zenghao Duan, zhifei zheng, Min Liu, Zhiyi yin, Jianping Zhang | Published: 2025-08-22 | Updated: 2025-09-15

Evaluating the Defense Potential of Machine Unlearning against Membership Inference Attacks

Authors: Aristeidis Sidiropoulos, Christos Chrysanthos Nikolaidis, Theodoros Tsiolakis, Nikolaos Pavlidis, Vasilis Perifanis, Pavlos S. Efraimidis | Published: 2025-08-22 | Updated: 2025-09-17

A Systematic Survey of Model Extraction Attacks and Defenses: State-of-the-Art and Perspectives

Authors: Kaixiang Zhao, Lincan Li, Kaize Ding, Neil Zhenqiang Gong, Yue Zhao, Yushun Dong | Published: 2025-08-20 | Updated: 2025-08-27