On the Effectiveness of Membership Inference in Targeted Data Extraction from Large Language Models
Authors: Ali Al Sahili, Ali Chehab, Razane Tajeddine | Published: 2025-12-15
Prompt leaking
CTIGuardian: A Few-Shot Framework for Mitigating Privacy Leakage in Fine-Tuned LLMs
Authors: Shashie Dilhara Batan Arachchige, Benjamin Zi Hao Zhao, Hassan Jameel Asghar, Dinusha Vatsalan, Dali Kaafar | Published: 2025-12-15
Chasing Shadows: Pitfalls in LLM Security Research
Authors: Jonathan Evertz, Niklas Risse, Nicolai Neuer, Andreas Müller, Philipp Normann, Gaetano Sapia, Srishti Gupta, David Pape, Soumya Shaw, Devansh Srivastav, Christian Wressnegger, Erwin Quiring, Thorsten Eisenhofer, Daniel Arp, Lea Schönherr | Published: 2025-12-10
In-Context Representation Hijacking
Authors: Itay Yona, Amir Sarid, Michael Karasik, Yossi Gandelsman | Published: 2025-12-03
CryptoQA: A Large-scale Question-answering Dataset for AI-assisted Cryptography
Authors: Mayar Elfares, Pascal Reisert, Tilman Dietz, Manpa Barman, Ahmed Zaki, Ralf Küsters, Andreas Bulling | Published: 2025-12-02
COGNITION: From Evaluation to Defense against Multimodal LLM CAPTCHA Solvers
Authors: Junyu Wang, Changjia Zhu, Yuanbo Zhou, Lingyao Li, Xu He, Junjie Xiong | Published: 2025-12-02
LLM-CSEC: Empirical Evaluation of Security in C/C++ Code Generated by Large Language Models
Authors: Muhammad Usman Shahid, Chuadhry Mujeeb Ahmed, Rajiv Ranjan | Published: 2025-11-24
RoguePrompt: Dual-Layer Ciphering for Self-Reconstruction to Circumvent LLM Moderation
Authors: Benyamin Tafreshian | Published: 2025-11-24
Q-MLLM: Vector Quantization for Robust Multimodal Large Language Model Security
Authors: Wei Zhao, Zhe Li, Yige Li, Jun Sun | Published: 2025-11-20
PSM: Prompt Sensitivity Minimization via LLM-Guided Black-Box Optimization
Authors: Huseein Jawad, Nicolas Brunel | Published: 2025-11-20