Group-Based Robustness

Bayesian Robust Aggregation for Federated Learning

Authors: Aleksandr Karakulev, Usama Zafar, Salman Toor, Prashant Singh | Published: 2025-05-05
Group-Based Robustness
Trigger Detection
Adversarial Learning

Group-based Robustness: A General Framework for Customized Robustness in the Real World

Authors: Weiran Lin, Keane Lucas, Neo Eyal, Lujo Bauer, Michael K. Reiter, Mahmood Sharif | Published: 2023-06-29 | Updated: 2024-03-10
Group-Based Robustness
Attack Evaluation
Adversarial Attack Detection

Byzantine-Robust Decentralized Learning via ClippedGossip

Authors: Lie He, Sai Praneeth Karimireddy, Martin Jaggi | Published: 2022-02-03 | Updated: 2023-04-20
Algorithm Design
Group-Based Robustness
Convergence Analysis

Intrinsic Certified Robustness of Bagging against Data Poisoning Attacks

Authors: Jinyuan Jia, Xiaoyu Cao, Neil Zhenqiang Gong | Published: 2020-08-11 | Updated: 2020-12-09
Group-Based Robustness
Backdoor Attack
Poisoning Attack