Adversarial Learning

EByFTVeS: Efficient Byzantine Fault Tolerant-based Verifiable Secret-sharing in Distributed Privacy-preserving Machine Learning

Authors: Zhen Li, Zijian Zhang, Wenjin Yang, Pengbo Wang, Zhaoqi Wang, Meng Li, Yan Wu, Xuyang Liu, Jing Sun, Liehuang Zhu | Published: 2025-09-16
Secure Aggregation
Differential Privacy
Adversarial Learning
2025.09.16 2025.09.18
Literature Database

Imitative Membership Inference Attack

Authors: Yuntao Du, Yuetian Chen, Hanshen Xiao, Bruno Ribeiro, Ninghui Li | Published: 2025-09-08
Experimental Validation
Attack Method
Adversarial Learning
2025.09.08 2025.09.10
Literature Database

Intellectual Property in Graph-Based Machine Learning as a Service: Attacks and Defenses

Authors: Lincan Li, Bolin Shen, Chenxi Zhao, Yuxiang Sun, Kaixiang Zhao, Shirui Pan, Yushun Dong | Published: 2025-08-27
Model Extraction Attack
Adversarial Learning
Intellectual Property Protection
2025.08.27 2025.08.29
Literature Database

Intrusion Detection in Heterogeneous Networks with Domain-Adaptive Multi-Modal Learning

Authors: Mabin Umman Varghese, Zahra Taghiyarrenani | Published: 2025-08-05
データセットの多様性
Adversarial Learning
Deep Learning Model
2025.08.05 2025.08.07
Literature Database

On Reconstructing Training Data From Bayesian Posteriors and Trained Models

Authors: George Wynne | Published: 2025-07-24
Reconstruction Attack
Adversarial Learning
Watermark Evaluation
2025.07.24 2025.07.26
Literature Database

Unsourced Adversarial CAPTCHA: A Bi-Phase Adversarial CAPTCHA Framework

Authors: Xia Du, Xiaoyuan Liu, Jizhe Zhou, Zheng Lin, Chi-man Pun, Zhe Chen, Wei Ni, Jun Luo | Published: 2025-06-12
Certified Robustness
Adversarial Learning
Adversarial Attack Detection
2025.06.12 2025.06.14
Literature Database

On the Stability of Graph Convolutional Neural Networks: A Probabilistic Perspective

Authors: Ning Zhang, Henry Kenlay, Li Zhang, Mihai Cucuringu, Xiaowen Dong | Published: 2025-06-01 | Updated: 2025-06-03
Dynamic Graph Processing
Adversarial Learning
Optimization Problem
2025.06.01 2025.06.05
Literature Database

Mitigating Fine-tuning Risks in LLMs via Safety-Aware Probing Optimization

Authors: Chengcan Wu, Zhixin Zhang, Zeming Wei, Yihao Zhang, Meng Sun | Published: 2025-05-22
LLM Security
Alignment
Adversarial Learning
2025.05.22 2025.05.28
Literature Database

SuperPure: Efficient Purification of Localized and Distributed Adversarial Patches via Super-Resolution GAN Models

Authors: Hossein Khalili, Seongbin Park, Venkat Bollapragada, Nader Sehatbakhsh | Published: 2025-05-22
Adversarial Learning
Computational Complexity
Defense Mechanism
2025.05.22 2025.05.28
Literature Database

Adversarially Pretrained Transformers may be Universally Robust In-Context Learners

Authors: Soichiro Kumano, Hiroshi Kera, Toshihiko Yamasaki | Published: 2025-05-20
Certified Robustness
Relationship between Robustness and Privacy
Adversarial Learning
2025.05.20 2025.05.28
Literature Database
Next page