Robustness Evaluation

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
Graph Neural Network
Fingerprinting Method
Robustness Evaluation
2023.12.13 2025.05.28
Literature Database

MalPurifier: Enhancing Android Malware Detection with Adversarial Purification against Evasion Attacks

Authors: Yuyang Zhou, Guang Cheng, Zongyao Chen, Shui Yu | Published: 2023-12-11
Poisoning
Robustness Evaluation
Adversarial attack
2023.12.11 2025.05.28
Literature Database

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
Watermarking
Robustness Evaluation
Watermark Evaluation
2023.12.10 2025.05.28
Literature Database

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
Robustness Evaluation
Intrusion Detection System
Adversarial attack
2023.12.06 2025.05.28
Literature Database

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
Robustness Evaluation
Watermark Robustness
Watermark Evaluation
2023.12.05 2025.05.28
Literature Database

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
Poisoning
Robustness Evaluation
Adversarial attack
2023.12.03 2025.05.28
Literature Database

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
Watermarking
Robustness Evaluation
Adversarial attack
2023.11.30 2025.05.28
Literature Database

A Robust Semantics-based Watermark for Large Language Model against Paraphrasing

Authors: Jie Ren, Han Xu, Yiding Liu, Yingqian Cui, Shuaiqiang Wang, Dawei Yin, Jiliang Tang | Published: 2023-11-15 | Updated: 2024-04-01
Prompt Injection
Robustness Evaluation
Information Hiding Techniques
2023.11.15 2025.05.28
Literature Database

Tensor Trust: Interpretable Prompt Injection Attacks from an Online Game

Authors: Sam Toyer, Olivia Watkins, Ethan Adrian Mendes, Justin Svegliato, Luke Bailey, Tiffany Wang, Isaac Ong, Karim Elmaaroufi, Pieter Abbeel, Trevor Darrell, Alan Ritter, Stuart Russell | Published: 2023-11-02
Prompt Injection
Prompt Engineering
Robustness Evaluation
2023.11.02 2025.05.28
Literature Database

Unified Enhancement of Privacy Bounds for Mixture Mechanisms via $f$-Differential Privacy

Authors: Chendi Wang, Buxin Su, Jiayuan Ye, Reza Shokri, Weijie J. Su | Published: 2023-10-30 | Updated: 2023-11-01
Privacy Technique
Robustness Evaluation
Computational Efficiency
2023.10.30 2025.05.28
Literature Database
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