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Shorya Consul

2 accepted papers

2020

Certifai: A Toolkit for Building Trust in AI Systems

IJCAI 2020poster

As more companies and governments build and use machine learning models to automate decisions, there is an ever-growing need to monitor and evaluate these models' behavior once they are deployed. Our team at CognitiveScale has developed a toolkit called Cortex Certifai to answer this need. Cortex…

Cited by 0SourcePDFScholar
2019

A Map Framework for Support Recovery of Sparse Signals Using Orthogonal Least Squares

ICASSP 2019accepted

We propose the maximum a posteriori accelerated orthogonal least-squares (MAP-AOLS) algorithm, a novel greedy scheme for accurate reconstruction of a sparse binary signal from its compressed measurements. The algorithm leverages the distributions of the sensing matrix, signal, and noise to find a su…

Cited by 0SourceScholar