Unraveling the Connections between Privacy and Certified Robustness in
Federated Learning Against Poisoning Attacks

Unraveling the Connections between Privacy and Certified Robustness in Federated Learning Against Poisoning Attacks

8 September 2022

Chulin Xie

Papers citing "Unraveling the Connections between Privacy and Certified Robustness in Federated Learning Against Poisoning Attacks"

10 / 10 papers shown

Title
Towards Trustworthy Federated Learning with Untrusted Participants Youssef Allouah R. Guerraoui John Stephan FedML 41 0 0 03 May 2025
GRANITE : a Byzantine-Resilient Dynamic Gossip Learning Framework Yacine Belal Mohamed Maouche Sonia Ben Mokhtar Anthony Simonet-Boulogne 30 0 0 24 Apr 2025
Trust Under Siege: Label Spoofing Attacks against Machine Learning for Android Malware Detection Tianwei Lan Luca Demetrio Farid Nait-Abdesselam Yufei Han Simone Aonzo AAML 51 0 0 14 Mar 2025
Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks Lukas Gosch Mahalakshmi Sabanayagam D. Ghoshdastidar Stephan Günnemann AAML 33 3 0 15 Jul 2024
Distributed Backdoor Attacks on Federated Graph Learning and Certified Defenses Yuxin Yang Qiang Li Jinyuan Jia Yuan Hong Binghui Wang AAML FedML 49 11 0 12 Jul 2024
Threats and Defenses in Federated Learning Life Cycle: A Comprehensive Survey and Challenges Yanli Li Zhongliang Guo Nan Yang Huaming Chen Dong Yuan Weiping Ding FedML 29 2 0 09 Jul 2024
Fluent: Round-efficient Secure Aggregation for Private Federated Learning Xincheng Li Jianting Ning G. Poh Leo Yu Zhang Xinchun Yin Tianwei Zhang FedML 24 2 0 10 Mar 2024
Attacking Byzantine Robust Aggregation in High Dimensions Sarthak Choudhary Aashish Kolluri Prateek Saxena AAML 20 1 0 22 Dec 2023
Improving Privacy-Preserving Vertical Federated Learning by Efficient Communication with ADMM Chulin Xie Pin-Yu Chen Qinbin Li Arash Nourian Ce Zhang Bo Li FedML 23 16 0 20 Jul 2022
Dopamine: Differentially Private Federated Learning on Medical Data Mohammad Malekzadeh Burak Hasircioglu N. Mital K. Katarya M. E. Ozfatura Deniz Gündüz OOD FedML 16 51 0 27 Jan 2021