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Karan Singhal — most-cited papers & profile · Federated Learning
← authors
·
overview
Karan Singhal
9
papers ·
212
citations ·
13
h-index
University of Luxembourg · Luxembourg Institute of Socio-Economic Research
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Most-cited papers
A Field Guide to Federated Optimization
2021 · 167 citations
Federated Reconstruction: Partially Local Federated Learning
2021 · 24 citations
What Do We Mean by Generalization in Federated Learning?
2021 · 12 citations
Mixed Federated Learning: Joint Decentralized and Centralized Learning
2022 · 5 citations
Learning Federated Representations and Recommendations with Limited Negatives
2021 · 4 citations
Federated Training of Dual Encoding Models on Small Non-IID Client Datasets
2022
Federated Variational Inference: Towards Improved Personalization and Generalization
2023
Towards Federated Learning Under Resource Constraints via Layer-wise Training and Depth Dropout
2023
Top co-authors
Philip Andrew Mansfield
· 3
Warren Richard Morningstar
· 3
Arash Afkanpour
· 2
Honglin Yuan
· 2
Hubert Eichner
· 2
Lin Ning
· 2
Raviteja Vemulapalli
· 2
Satyen Kale
· 2
Shanshan Wu
· 2
Sushant Prakash
· 2
Zachary Garrett
· 2
Advait Gadhikar
· 1
Topics
Federated Learning
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Data Heterogeneity
Optimization