DREAM: Dynamic Red-teaming across Environments for AI Models
Authors: Liming Lu, Xiang Gu, Junyu Huang, Jiawei Du, Yunhuai Liu, Yongbin Zhou, Shuchao Pang | Published: 2025-12-22
モデルの堅牢性
Beyond Text: Multimodal Jailbreaking of Vision-Language and Audio Models through Perceptually Simple Transformations
Authors: Divyanshu Kumar, Shreyas Jena, Nitin Aravind Birur, Tanay Baswa, Sahil Agarwal, Prashanth Harshangi | Published: 2025-10-23
SAID: Empowering Large Language Models with Self-Activating Internal Defense
Authors: Yulong Chen, Yadong Liu, Jiawen Zhang, Mu Li, Chao Huang, Jie Wen | Published: 2025-10-23
The Tail Tells All: Estimating Model-Level Membership Inference Vulnerability Without Reference Models
Authors: Euodia Dodd, Nataša Krčo, Igor Shilov, Yves-Alexandre de Montjoye | Published: 2025-10-22
Exploring the Effect of DNN Depth on Adversarial Attacks in Network Intrusion Detection Systems
Authors: Mohamed ElShehaby, Ashraf Matrawy | Published: 2025-10-22
Can You Trust What You See? Alpha Channel No-Box Attacks on Video Object Detection
Authors: Ariana Yi, Ce Zhou, Liyang Xiao, Qiben Yan | Published: 2025-10-22
SentinelNet: Safeguarding Multi-Agent Collaboration Through Credit-Based Dynamic Threat Detection
Authors: Yang Feng, Xudong Pan | Published: 2025-10-17 | Updated: 2025-10-21
TrafficLLM: Enhancing Large Language Models for Network Traffic Analysis with Generic Traffic Representation
Authors: Tianyu Cui, Xinjie Lin, Sijia Li, Miao Chen, Qilei Yin, Qi Li, Ke Xu | Published: 2025-04-05 | Updated: 2025-04-15
Robust LLM safeguarding via refusal feature adversarial training
Authors: Lei Yu, Virginie Do, Karen Hambardzumyan, Nicola Cancedda | Published: 2024-09-30 | Updated: 2025-03-20
Stealing Part of a Production Language Model
Authors: Nicholas Carlini, Daniel Paleka, Krishnamurthy Dj Dvijotham, Thomas Steinke, Jonathan Hayase, A. Feder Cooper, Katherine Lee, Matthew Jagielski, Milad Nasr, Arthur Conmy, Itay Yona, Eric Wallace, David Rolnick, Florian Tramèr | Published: 2024-03-11 | Updated: 2024-07-09