Search Results - "Subramaniam, Adarsh"
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1
Adaptive Step-Size Methods for Compressed SGD with Memory Feedback
Published in IEEE transactions on signal processing (01-01-2024)“…Distributed and decentralized optimization problems, such as those encountered in federated learning, often suffer from a communication bottleneck at compute…”
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Journal Article -
2
Adaptive Step-Size Methods for Compressed SGD
Published in ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (04-06-2023)“…Compressed Stochastic Gradient Descent (SGD) algorithms have been proposed to address the communication bottleneck in distributed and decentralized…”
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Conference Proceeding -
3
Random Khatri-Rao-Product Codes for Numerically-Stable Distributed Matrix Multiplication
Published in 2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton) (01-09-2019)“…We propose a class of codes called random Khatri- Rao-Product (RKRP) codes for distributed matrix multiplication in the presence of stragglers. The main…”
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Conference Proceeding -
4
Collaborative Decoding of Polynomial Codes for Distributed Computation
Published in 2019 IEEE Information Theory Workshop (ITW) (01-08-2019)“…We show that Polynomial codes (and some related codes) used for distributed matrix multiplication are interleaved Generalized Reed-Solomon codes and hence, can…”
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Conference Proceeding -
5
Product Lagrange Coded Computing
Published in 2020 IEEE International Symposium on Information Theory (ISIT) (01-06-2020)“…This work considers the distributed multivariate polynomial evaluation (DMPE) problem using a master-worker framework, which was originally considered by Yu et…”
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Conference Proceeding -
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To be remembered: B cell memory response against SARS‐CoV‐2 and its variants in vaccinated and unvaccinated individuals
Published in Scandinavian journal of immunology (01-02-2024)“…COVID‐19 disease has plagued the world economy and affected the overall well‐being and life of most of the people. Natural infection as well as vaccination…”
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7
Revisiting AES SBox Composite Field Implementations for FPGAs
Published in IEEE embedded systems letters (01-09-2019)“…Composite fields are used for implementing the advanced encryption standard (AES) SBox when compact and side-channel resistant constructions are required. The…”
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Journal Article -
8
Track-MDP: Reinforcement Learning for Target Tracking with Controlled Sensing
Published 18-07-2024“…State of the art methods for target tracking with sensor management (or controlled sensing) are model-based and are obtained through solutions to Partially…”
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9
Adaptive Step-Size Methods for Compressed SGD
Published 20-07-2022“…Compressed Stochastic Gradient Descent (SGD) algorithms have been recently proposed to address the communication bottleneck in distributed and decentralized…”
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Journal Article -
10
Random Khatri-Rao-Product Codes for Numerically-Stable Distributed Matrix Multiplication
Published 12-07-2019“…We propose a class of codes called random Khatri-Rao-Product (RKRP) codes for distributed matrix multiplication in the presence of stragglers. The main…”
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Journal Article -
11
Collaborative Decoding of Polynomial Codes for Distributed Computation
Published 31-05-2019“…We show that polynomial codes (and some related codes) used for distributed matrix multiplication are interleaved Reed-Solomon codes and, hence, can be…”
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Journal Article -
12
The Twelvefold Way of Non-Sequential Lossless Compression
Published 08-11-2020“…Many information sources are not just sequences of distinguishable symbols but rather have invariances governed by alternative counting paradigms such as…”
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13
The Twelvefold Way of Non-Sequential Lossless Compression
Published in 2021 Data Compression Conference (DCC) (01-03-2021)“…Many information sources are not just sequences of distinguishable symbols but rather have invariances governed by alternative counting paradigms such as…”
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Conference Proceeding