312 citations · 545 across the 42 of their papers we have counts for
44 papers
Expert Graphs: Synthesizing New Expertise via Collaboration
Bijan Mazaheri, Siddharth Jain, Jehoshua Bruck
Consider multiple experts with overlapping expertise working on a classification problem under uncertain input. What constitutes a consistent set of opinions? How can we predict th…
Trace Reconstruction with Bounded Edit Distance
Jin Sima, Jehoshua Bruck
The trace reconstruction problem studies the number of noisy samples needed to recover an unknown string with high probability, where the samples are i…
Robust Correction of Sampling Bias Using Cumulative Distribution Functions
Bijan Mazaheri, Siddharth Jain, Jehoshua Bruck
Varying domains and biased datasets can lead to differences between the training and the target distributions, known as covariate shift. Current approaches for alleviating this oft…
Coding for Optimized Writing Rate in DNA Storage
Siddharth Jain, Farzad Farnoud, Moshe Schwartz +1
A method for encoding information in DNA sequences is described. The method is based on the precision-resolution framework, and is aimed to work in conjunction with a recently sugg…
CodNN -- Robust Neural Networks From Coded Classification
Netanel Raviv, Siddharth Jain, Pulakesh Upadhyaya +2
Deep Neural Networks (DNNs) are a revolutionary force in the ongoing information revolution, and yet their intrinsic properties remain a mystery. In particular, it is widely known…
What is the Value of Data? On Mathematical Methods for Data Quality Estimation
Netanel Raviv, Siddharth Jain, Jehoshua Bruck
Data is one of the most important assets of the information age, and its societal impact is undisputed. Yet, rigorous methods of assessing the quality of data are lacking. In this…