LoRA-based Parameter-Efficient LLMs for Continuous Learning in Edge-based Malware Detection
Authors: Christian Rondanini, Barbara Carminati, Elena Ferrari, Niccolò Lardo, Ashish Kundu | Published: 2026-02-12
実験的検証
Jailbreaking Leaves a Trace: Understanding and Detecting Jailbreak Attacks from Internal Representations of Large Language Models
Authors: Sri Durga Sai Sowmya Kadali, Evangelos E. Papalexakis | Published: 2026-02-12
Imitative Membership Inference Attack
Authors: Yuntao Du, Yuetian Chen, Hanshen Xiao, Bruno Ribeiro, Ninghui Li | Published: 2025-09-08
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling
Authors: Yichuan Cao, Yibo Miao, Xiao-Shan Gao, Yinpeng Dong | Published: 2025-05-27
Provably effective detection of effective data poisoning attacks
Authors: Jonathan Gallagher, Yasaman Esfandiari, Callen MacPhee, Michael Warren | Published: 2025-01-21
GaussMark: A Practical Approach for Structural Watermarking of Language Models
Authors: Adam Block, Ayush Sekhari, Alexander Rakhlin | Published: 2025-01-17
CaFA: Cost-aware, Feasible Attacks With Database Constraints Against Neural Tabular Classifiers
Authors: Matan Ben-Tov, Daniel Deutch, Nave Frost, Mahmood Sharif | Published: 2025-01-17
Learning-based Detection of GPS Spoofing Attack for Quadrotors
Authors: Pengyu Wang, Zhaohua Yang, Jialu Li, Ling Shi | Published: 2025-01-10
Towards Robust and Accurate Stability Estimation of Local Surrogate Models in Text-based Explainable AI
Authors: Christopher Burger, Charles Walter, Thai Le, Lingwei Chen | Published: 2025-01-03
Post-Hoc Robustness Enhancement in Graph Neural Networks with Conditional Random Fields
Authors: Yassine Abbahaddou, Sofiane Ennadir, Johannes F. Lutzeyer, Fragkiskos D. Malliaros, Michalis Vazirgiannis | Published: 2024-11-08