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researcher

Erum Mushtaq

7 papers hereh-index 6329 citations13 works total

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

author position
  • first author5
  • middle author2

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cs.LG4
  • cs.CV3

identity via Semantic Scholar / OpenAlex

activity
20212025
most citedFLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings

39 citations · 59 across the 7 of their papers we have counts for

collaborators
Showing 2021Show all

2 papers · 1 filter

cs.LG2021★ 7 cited

SPIDER: Searching Personalized Neural Architecture for Federated Learning

Erum Mushtaq, Chaoyang He, Jie Ding +1

Federated learning (FL) is an efficient learning framework that assists distributed machine learning when data cannot be shared with a centralized server due to privacy and regulat…

cs.LG2021★ 12 cited

SSFL: Tackling Label Deficiency in Federated Learning via Personalized Self-Supervision

Chaoyang He, Zhengyu Yang, Erum Mushtaq +3

Federated Learning (FL) is transforming the ML training ecosystem from a centralized over-the-cloud setting to distributed training over edge devices in order to strengthen data pr…

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