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04/19/2023
Optimal Codes Detecting Deletions in Concatenated Binary Strings Applied to Trace Reconstruction
Consider two or more strings 𝐱^1,𝐱^2,…, that are concatenated to form 𝐱=...
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04/17/2023
Fast and Straggler-Tolerant Distributed SGD with Reduced Computation Load
In distributed machine learning, a central node outsources computational...
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02/17/2023
Codes Correcting Burst and Arbitrary Erasures for Reliable and Low-Latency Communication
Motivated by modern network communication applications which require low...
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08/04/2022
Adaptive Stochastic Gradient Descent for Fast and Communication-Efficient Distributed Learning
We consider the setting where a master wants to run a distributed stocha...
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07/11/2022
Coding for Trace Reconstruction over Multiple Channels with Vanishing Deletion Probabilities
Motivated by DNA-based storage applications, we study the problem of rec...
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05/05/2021
Optimal Codes Correcting Localized Deletions
We consider the problem of constructing codes that can correct deletions...
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05/01/2021
Detecting Deletions and Insertions in Concatenated Strings with Optimal Redundancy
We study codes that can detect the exact number of deletions and inserti...
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02/25/2020
Adaptive Distributed Stochastic Gradient Descent for Minimizing Delay in the Presence of Stragglers
We consider the setting where a master wants to run a distributed stocha...
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10/16/2018