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20132023
most citedTapNet: Neural Network Augmented with Task-Adaptive Projection for Few-Shot Learning

78 citations · 84 across the 12 of their papers we have counts for

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11 papers · 1 filter

cs.IT2019

Election Coding for Distributed Learning: Protecting SignSGD against Byzantine Attacks

Jy-yong Sohn, Dong-Jun Han, Beongjun Choi +1

Recent advances in large-scale distributed learning algorithms have enabled communication-efficient training via SignSGD. Unfortunately, a major issue continues to plague distribut…

cs.IT2019

Coded Matrix Multiplication on a Group-Based Model

Muah Kim, Jy-yong Sohn, Jaekyun Moon

Coded distributed computing has been considered as a promising technique which makes large-scale systems robust to the "straggler" workers. Yet, practical system models for distrib…

cs.IT2019

Coded Distributed Computing over Packet Erasure Channels

Dong-Jun Han, Jy-yong Sohn, Jaekyun Moon

Coded computation is a framework which provides redundancy in distributed computing systems to speed up largescale tasks. Although most existing works assume an error-free scenario…

cs.IT2018

Bi-Directional Cooperative NOMA without Full CSIT

Minseok Choi, Dong-Jun Han, Jaekyun Moon

In this paper, we propose bi-directional cooperative non-orthogonal multiple access (NOMA). Compared to conventional NOMA, the main contributions of bi-directional cooperative NOMA…

cs.IT2018

A Class of MSR Codes for Clustered Distributed Storage

Jy-yong Sohn, Beongjun Choi, Jaekyun Moon

Clustered distributed storage models real data centers where intra- and cross-cluster repair bandwidths are different. In this paper, exact-repair minimum-storage-regenerating (MSR…

cs.IT2017

On Reusing Pilots Among Interfering Cells in Massive MIMO

Jy-yong Sohn, Sung Whan Yoon, Jaekyun Moon

Pilot contamination, caused by the reuse of pilots among interfering cells, remains as a significant obstacle that limits the performance of massive multi-input multi-output antenn…