980 citations · 2k across the 73 of their papers we have counts for
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Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm
Yuheng Bu, Gholamali Aminian, Laura Toni +2
We provide an information-theoretic analysis of the generalization ability of Gibbs-based transfer learning algorithms by focusing on two popular transfer learning approaches, -…
A Computationally Efficient Method for Learning Exponential Family Distributions
Abhin Shah, Devavrat Shah, Gregory W. Wornell
We consider the question of learning the natural parameters of a parameter minimal exponential family from i.i.d. samples in a computationally and statistically efficient manne…
Blind Modulo Analog-to-Digital Conversion of Vector Processes
Amir Weiss, Everest Huang, Or Ordentlich +1
In a growing number of applications, there is a need to digitize a (possibly high) number of correlated signals whose spectral characteristics are challenging for traditional analo…
Selective Regression Under Fairness Criteria
Abhin Shah, Yuheng Bu, Joshua Ka-Wing Lee +4
Selective regression allows abstention from prediction if the confidence to make an accurate prediction is not sufficient. In general, by allowing a reject option, one expects the…
A Semi-Blind Method for Localization of Underwater Acoustic Sources
Amir Weiss, Toros Arikan, Hari Vishnu +3
Underwater acoustic localization has traditionally been challenging due to the presence of unknown environmental structure and dynamic conditions. The problem is richer still when…
What You Can Learn by Staring at a Blank Wall
Prafull Sharma, Miika Aittala, Yoav Y. Schechner +4
We present a passive non-line-of-sight method that infers the number of people or activity of a person from the observation of a blank wall in an unknown room. Our technique analyz…