Robustness, Efficiency, or Privacy: Pick Two in Machine Learning
Authors: Youssef Allouah, Rachid Guerraoui, John Stephan | Published: 2023-12-22 | Updated: 2024-03-11
Robustness Evaluation
Rethinking Randomized Smoothing from the Perspective of Scalability
Authors: Anupriya Kumari, Devansh Bhardwaj, Sukrit Jindal | Published: 2023-12-19 | Updated: 2024-10-24
Rethinking Robustness of Model Attributions
Authors: Sandesh Kamath, Sankalp Mittal, Amit Deshpande, Vineeth N Balasubramanian | Published: 2023-12-16
Securing Graph Neural Networks in MLaaS: A Comprehensive Realization of Query-based Integrity Verification
Authors: Bang Wu, Xingliang Yuan, Shuo Wang, Qi Li, Minhui Xue, Shirui Pan | Published: 2023-12-13
MalPurifier: Enhancing Android Malware Detection with Adversarial Purification against Evasion Attacks
Authors: Yuyang Zhou, Guang Cheng, Zongyao Chen, Shui Yu | Published: 2023-12-11
Data-Free Hard-Label Robustness Stealing Attack
Authors: Xiaojian Yuan, Kejiang Chen, Wen Huang, Jie Zhang, Weiming Zhang, Nenghai Yu | Published: 2023-12-10 | Updated: 2023-12-12
A Simple Framework to Enhance the Adversarial Robustness of Deep Learning-based Intrusion Detection System
Authors: Xinwei Yuan, Shu Han, Wei Huang, Hongliang Ye, Xianglong Kong, Fan Zhang | Published: 2023-12-06
Provable Adversarial Robustness for Group Equivariant Tasks: Graphs, Point Clouds, Molecules, and More
Authors: Jan Schuchardt, Yan Scholten, Stephan Günnemann | Published: 2023-12-05 | Updated: 2024-01-15
Rethinking PGD Attack: Is Sign Function Necessary?
Authors: Junjie Yang, Tianlong Chen, Xuxi Chen, Zhangyang Wang, Yingbin Liang | Published: 2023-12-03 | Updated: 2024-05-21
Fool the Hydra: Adversarial Attacks against Multi-view Object Detection Systems
Authors: Bilel Tarchoun, Quazi Mishkatul Alam, Nael Abu-Ghazaleh, Ihsen Alouani | Published: 2023-11-30