Model Robustness

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
Model Robustness
Large Language Model
攻撃手法評価
2025.10.23 2025.10.25
Literature Database

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
Prompt Injection
Model Robustness
Large Language Model
2025.10.23 2025.10.25
Literature Database

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
Privacy-Preserving Machine Learning
Model Robustness
Low-Cost Membership Inference Method
2025.10.22 2025.10.24
Literature Database

Exploring the Effect of DNN Depth on Adversarial Attacks in Network Intrusion Detection Systems

Authors: Mohamed ElShehaby, Ashraf Matrawy | Published: 2025-10-22
Network Threat Detection
Model Robustness
Certified Robustness
2025.10.22 2025.10.24
Literature Database

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
Platform Architecture
Model Robustness
Research Methodology
2025.10.22 2025.10.24
Literature Database

SentinelNet: Safeguarding Multi-Agent Collaboration Through Credit-Based Dynamic Threat Detection

Authors: Yang Feng, Xudong Pan | Published: 2025-10-17 | Updated: 2025-10-21
エージェント設計
Network Threat Detection
Model Robustness
2025.10.17 2025.10.23
Literature Database

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
LLM Performance Evaluation
Task-Specific Tuning
Model Robustness
2025.04.05 2025.05.27
Literature Database

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
Prompt Injection
Model Robustness
Adversarial Learning
2024.09.30 2025.05.27
Literature Database

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
Prompt leaking
Model Robustness
Model Extraction Attack
2024.03.11 2025.05.27
Literature Database

Data Reconstruction Attacks and Defenses: A Systematic Evaluation

Authors: Sheng Liu, Zihan Wang, Yuxiao Chen, Qi Lei | Published: 2024-02-13 | Updated: 2025-03-22
Privacy Analysis
Model Robustness
Adversarial attack
2024.02.13 2025.05.27
Literature Database
Next page