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researcher

John Stephan

EPFL

14 papers hereh-index 8387 citations21 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author3
  • last author9

Across the 13 of 14 papers where every author was matched, so the position is known.

fields
  • cs.LG13
  • cs.DC1
affiliations
  • EPFL

identity via Semantic Scholar / OpenAlex

activity
20212025
most citedByzantine Machine Learning Made Easy by Resilient Averaging of Momentums

9 citations · 28 across the 14 of their papers we have counts for

collaborators
Showing 2024 · cs.LGShow all

2 papers · 2 filters

cs.LG2024★ 2 cited

Overcoming the Challenges of Batch Normalization in Federated Learning

Rachid Guerraoui, Rafael Pinot, Geovani Rizk +2

Batch normalization has proven to be a very beneficial mechanism to accelerate the training and improve the accuracy of deep neural networks in centralized environments. Yet, the s…

cs.LG2024

Adaptive Gradient Clipping for Robust Federated Learning

Youssef Allouah, Rachid Guerraoui, Nirupam Gupta +3

Robust federated learning aims to maintain reliable performance despite the presence of adversarial or misbehaving workers. While state-of-the-art (SOTA) robust distributed gradien…

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