2.9k citations · 3.2k across the 15 of their papers we have counts for
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Gradients of Counterfactuals
Mukund Sundararajan, Ankur Taly, Qiqi Yan
Gradients have been used to quantify feature importance in machine learning models. Unfortunately, in nonlinear deep networks, not only individual neurons but also the whole networ…
Distributed Authorization in Vanadium
Andres Erbsen, Asim Shankar, Ankur Taly
In this tutorial, we present an authorization model for distributed systems that operate with limited internet connectivity. Reliable internet access remains a luxury for a majorit…
Privacy, Discovery, and Authentication for the Internet of Things
David J. Wu, Ankur Taly, Asim Shankar +1
Automatic service discovery is essential to realizing the full potential of the Internet of Things (IoT). While discovery protocols like Multicast DNS, Apple AirDrop, and Bluetooth…