activity
20102026
most citedSpeeding Up Distributed Machine Learning Using Codes

885 citations · 2.1k across the 60 of their papers we have counts for

collaborators
Showing cs.ITShow all

14 papers · 1 filter

cs.IT2026

Binary Deletion Channel Capacity to Within One Hundredth of a Bit

Dimitris Papailiopoulos

The exact capacity of the binary deletion channel remains unknown despite decades of work on achievable rates and converse bounds. We establish a computer-assisted approximation wh…

cs.IT2026

Polynomial-Time MIMO Detection at the Maximum-Likelihood Threshold

Dimitris Papailiopoulos

We prove that exact block recovery in the square Gaussian binary MIMO model can be achieved in polynomial time at the same first-order SNR threshold as exhaustive maximum-likelihoo…

cs.IT2014

Locality and Availability in Distributed Storage

Ankit Singh Rawat, Dimitris S. Papailiopoulos, Alexandros G. Dimakis +1

This paper studies the problem of code symbol availability: a code symbol is said to have -availability if it can be reconstructed from disjoint groups of other symbols…

cs.IT2013

The Sparse Principal Component of a Constant-rank Matrix

Megasthenis Asteris, Dimitris S. Papailiopoulos, George N. Karystinos

The computation of the sparse principal component of a matrix is equivalent to the identification of its principal submatrix with the largest maximum eigenvalue. Finding this optim…

cs.IT2013★ 6 cited

A Repair Framework for Scalar MDS Codes

Karthikeyan Shanmugam, Dimitris S. Papailiopoulos, Alexandros G. Dimakis +1

Several works have developed vector-linear maximum-distance separable (MDS) storage codes that min- imize the total communication cost required to repair a single coded symbol afte…

cs.IT2013★ 107 cited

XORing Elephants: Novel Erasure Codes for Big Data

Maheswaran Sathiamoorthy, Megasthenis Asteris, Dimitris Papailiopoulos +4

Distributed storage systems for large clusters typically use replication to provide reliability. Recently, erasure codes have been used to reduce the large storage overhead of thre…