Poisoning

Data Taggants: Dataset Ownership Verification via Harmless Targeted Data Poisoning

Authors: Wassim Bouaziz, El-Mahdi El-Mhamdi, Nicolas Usunier | Published: 2024-10-09
Poisoning

CAT: Concept-level backdoor ATtacks for Concept Bottleneck Models

Authors: Songning Lai, Jiayu Yang, Yu Huang, Lijie Hu, Tianlang Xue, Zhangyi Hu, Jiaxu Li, Haicheng Liao, Yutao Yue | Published: 2024-10-07
Backdoor Attack
Poisoning

Federated Learning Nodes Can Reconstruct Peers’ Image Data

Authors: Ethan Wilson, Kai Yue, Chau-Wai Wong, Huaiyu Dai | Published: 2024-10-07
Privacy Protection
Poisoning

Empirical Perturbation Analysis of Linear System Solvers from a Data Poisoning Perspective

Authors: Yixin Liu, Arielle Carr, Lichao Sun | Published: 2024-10-01
Backdoor Attack
Poisoning
Linear Solver

Timber! Poisoning Decision Trees

Authors: Stefano Calzavara, Lorenzo Cazzaro, Massimo Vettori | Published: 2024-10-01
Backdoor Attack
Poisoning

The poison of dimensionality

Authors: Lê-Nguyên Hoang | Published: 2024-09-25
Poisoning
Model Performance Evaluation
Loss Function

SDBA: A Stealthy and Long-Lasting Durable Backdoor Attack in Federated Learning

Authors: Minyeong Choe, Cheolhee Park, Changho Seo, Hyunil Kim | Published: 2024-09-23 | Updated: 2025-07-30
Backdoor Attack
Poisoning
Watermark Robustness

MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning

Authors: Jiliang Li, Yifan Zhang, Yu Huang, Kevin Leach | Published: 2024-09-20 | Updated: 2025-04-17
Data Augmentation Method
Poisoning
Malware Detection with Limited Samples

Federated Learning for Smart Grid: A Survey on Applications and Potential Vulnerabilities

Authors: Zikai Zhang, Suman Rath, Jiaohao Xu, Tingsong Xiao | Published: 2024-09-16
Energy Management
Privacy Protection
Poisoning

On the Vulnerability of Applying Retrieval-Augmented Generation within Knowledge-Intensive Application Domains

Authors: Xun Xian, Ganghua Wang, Xuan Bi, Jayanth Srinivasa, Ashish Kundu, Charles Fleming, Mingyi Hong, Jie Ding | Published: 2024-09-12
RAG
Poisoning