2024 "distributed learning" Papers

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ByMI: Byzantine Machine Identification with False Discovery Rate Control

Chengde Qian, Mengyuan Wang, Haojie Ren et al.

ICML 2024poster

Clustered Federated Learning via Gradient-based Partitioning

Heasung Kim, Hyeji Kim, Gustavo De Veciana

ICML 2024poster

Improved Stability and Generalization Guarantees of the Decentralized SGD Algorithm

Batiste Le Bars, Aurélien Bellet, Marc Tommasi et al.

ICML 2024poster

Revisiting Gradient Pruning: A Dual Realization for Defending against Gradient Attacks

Lulu Xue, Shengshan Hu, Ruizhi Zhao et al.

AAAI 2024paperarXiv:2401.16687

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

Chanho Park, Namyoon Lee

ICML 2024poster