Poster "robust aggregation" Papers

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Efficient Federated Learning against Byzantine Attacks and Data Heterogeneity via Aggregating Normalized Gradients

Shiyuan Zuo, Xingrun Yan, Rongfei Fan et al.

NEURIPS 2025arXiv:2408.09539
3
citations

Refining Norms: A Post-hoc Framework for OOD Detection in Graph Neural Networks

Jiawei Gu, Ziyue Qiao, Zechao Li

NEURIPS 2025

Byzantine-Robust Federated Learning: Impact of Client Subsampling and Local Updates

Youssef Allouah, Sadegh Farhadkhani, Rachid Guerraoui et al.

ICML 2024arXiv:2402.12780
13
citations

Dynamic Byzantine-Robust Learning: Adapting to Switching Byzantine Workers

Ron Dorfman, Naseem Yehya, Kfir Levy

ICML 2024arXiv:2402.02951
5
citations

Self-Driven Entropy Aggregation for Byzantine-Robust Heterogeneous Federated Learning

Wenke Huang, Zekun Shi, Mang Ye et al.

ICML 2024

SignSGD with Federated Defense: Harnessing Adversarial Attacks through Gradient Sign Decoding

Chanho Park, Namyoon Lee

ICML 2024arXiv:2402.01340
5
citations