Federated Learning in Practice: Reflections and Projections
Authors: Katharine Daly, Hubert Eichner, Peter Kairouz, H. Brendan McMahan, Daniel Ramage, Zheng Xu | Published: 2024-10-11
Poisoning
PoisonBench: Assessing Large Language Model Vulnerability to Data Poisoning
Authors: Tingchen Fu, Mrinank Sharma, Philip Torr, Shay B. Cohen, David Krueger, Fazl Barez | Published: 2024-10-11
Data Taggants: Dataset Ownership Verification via Harmless Targeted Data Poisoning
Authors: Wassim Bouaziz, El-Mahdi El-Mhamdi, Nicolas Usunier | Published: 2024-10-09
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
Federated Learning Nodes Can Reconstruct Peers’ Image Data
Authors: Ethan Wilson, Kai Yue, Chau-Wai Wong, Huaiyu Dai | Published: 2024-10-07
Empirical Perturbation Analysis of Linear System Solvers from a Data Poisoning Perspective
Authors: Yixin Liu, Arielle Carr, Lichao Sun | Published: 2024-10-01
Timber! Poisoning Decision Trees
Authors: Stefano Calzavara, Lorenzo Cazzaro, Massimo Vettori | Published: 2024-10-01
The poison of dimensionality
Authors: Lê-Nguyên Hoang | Published: 2024-09-25
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
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