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20112026
most citedOne Explanation Does Not Fit All: A Toolkit and Taxonomy of AI Explainability Techniques

270 citations · 835 across the 84 of their papers we have counts for

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Showing 2015Show all

6 papers · 1 filter

cs.IT2015

An Efficient Multiple-Groupcast Coded Multicasting Scheme for Finite Fractional Caching

Mingyue Ji, Karthikeyan Shanmugam, Giuseppe Vettigli +3

Coded multicasting has been shown to improve the caching performance of content delivery networks with multiple caches downstream of a common multicast link. However, the schemes t…

cs.AI2015★ 21 cited

Learning Causal Graphs with Small Interventions

Karthikeyan Shanmugam, Murat Kocaoglu, Alexandros G. Dimakis +1

We consider the problem of learning causal networks with interventions, when each intervention is limited in size under Pearl's Structural Equation Model with independent errors (S…

cs.SI2015

Distributed Estimation of Graph 4-Profiles

Ethan R. Elenberg, Karthikeyan Shanmugam, Michael Borokhovich +1

We present a novel distributed algorithm for counting all four-node induced subgraphs in a big graph. These counts, called the -profile, describe a graph's connectivity properti…

cs.IT2015

Finite Length Analysis of Caching-Aided Coded Multicasting

Karthikeyan Shanmugam, Mingyue Ji, Antonia M. Tulino +2

In this work, we study a noiseless broadcast link serving users whose requests arise from a library of files. Every user is equipped with a cache of size files each. It…

cs.SI2015★ 7 cited

Beyond Triangles: A Distributed Framework for Estimating 3-profiles of Large Graphs

Ethan R. Elenberg, Karthikeyan Shanmugam, Michael Borokhovich +1

We study the problem of approximating the -profile of a large graph. -profiles are generalizations of triangle counts that specify the number of times a small graph appears a…

cs.IT2015

On Approximating the Sum-Rate for Multiple-Unicasts

Karthikeyan Shanmugam, Megasthenis Asteris, Alexandros G. Dimakis

We study upper bounds on the sum-rate of multiple-unicasts. We approximate the Generalized Network Sharing Bound (GNS cut) of the multiple-unicasts network coding problem with …