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Abhishek Singh — most-cited papers & profile · Federated Learning
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·
overview
Abhishek Singh
11
papers ·
427
citations ·
0
h-index
University of British Columbia · Indian Institute of Technology Roorkee · Indian Institute of Information Technology Allahabad · University of Surrey · National Institute of Technology Hamirpur · Tilka Manjhi Bhagalpur University
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Most-cited papers
FedML: A Research Library and Benchmark for Federated Machine Learning
2020 · 358 citations
Detailed comparison of communication efficiency of split learning and federated learning
2019 · 44 citations
AdaSplit: Adaptive Trade-offs for Resource-constrained Distributed Deep Learning
2021 · 14 citations
NoPeek: Information leakage reduction to share activations in distributed deep learning
2020 · 10 citations
MedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation
2021 · 2 citations
Scalable Collaborative Learning via Representation Sharing
2022 · 1 citations
CoDream: Exchanging dreams instead of models for federated aggregation with heterogeneous models
2024 · 1 citations
Dealing Doubt: Unveiling Threat Models in Gradient Inversion Attacks under Federated Learning, A Survey and Taxonomy
2024 · 1 citations
Upgrade or Switch: Do We Need a Next-Gen Trusted Architecture for the Internet of AI Agents?
2025
Top co-authors
Ramesh Raskar
· 8
Praneeth Vepakomma
· 4
Ayush Chopra
· 2
Otkrist Gupta
· 2
Yichuan Shi
· 2
Abhinav Java
· 1
Aditi Joshi
· 1
Akshay Chaudhari
· 1
Alejandro Aristizabal
· 1
Alexander Chowdhury
· 1
Alexandros Karargyris
· 1
Alex Dang
· 1
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