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Research
Papers are in reverse chronological order. A superscript (\(\ast\)) denotes equal contribution and (\(\dagger\)) denotes alphabetical ordering.
Preprints
Node Representation Learning Assisted by Maximal Cliques
Navjot Singh, Edward W Huang, Nikhil Rao, Karthik Subbian
[paper]
Journal articles
Decentralized Multi-Task Stochastic Optimization With Compressed Communications
Navjot Singh, Xuanyu Cao, Suhas Diggavi, Tamer Basar
(To appear) Automatica, 2023
[paper]
SPARQ-SGD: Event-Triggered and Compressed Communication in Decentralized Optimization
Navjot Singh, Deepesh Data, Jemin George, Suhas Diggavi
IEEE Transactions on Automatic Control (TAC), 2022
[paper] [bibtex]
SQuARM-SGD: Communication-Efficient Momentum SGD for Decentralized Optimization
Navjot Singh, Deepesh Data, Jemin George, Suhas Diggavi
IEEE Journal on Selected Areas in Information Theory (JSAIT), 2021
[paper] [bibtex]
Conference articles
QuPeD: Quantized Personalization via Distillation with Applications to Federated Learning
Kaan Ozkara, Navjot Singh, Deepesh Data, Suhas Diggavi
Neural Information Processing Systems (NeurIPS), 2021
[paper] [bibtex]
SQuARM-SGD: Communication-Efficient Momentum SGD for Decentralized Optimization
Navjot Singh, Deepesh Data, Jemin George, Suhas Diggavi
IEEE International Syposium on Information Theory (ISIT), 2021
[paper] [bibtex]
SPARQ-SGD: Event-Triggered and Compressed Communication in Decentralized Optimization
Navjot Singh, Deepesh Data, Jemin George, Suhas Diggavi
IEEE Conference on Decision and Control (CDC), 2020
[paper] [bibtex]
Anti-Ad Blocking Strategy: Measuring its True Impact
Avani Samdariya\(^{\ast}\), Navjot Singh\(^{\ast}\), Sopan Khosla\(^{\ast}\), Pranav Ravindra Maneriker, Meghanath Macha Yadagiri, Atanu R Sinha
In Proceedings of the ADKDD, 2017
[paper] [bibtex]
Others
Techniques to quantify effectiveness of site-wide actions
Avani Samdariya\(^{\ast}\), Navjot Singh\(^{\ast}\), Sopan Khosla\(^{\ast}\), Pranav Ravindra Maneriker, Meghanath Macha Yadagiri, Atanu R Sinha
[US Patent]
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