activity
20102021
most citedEquality of Opportunity in Supervised Learning

1.9k citations · 2.8k across the 40 of their papers we have counts for

collaborators

47 papers

cs.LG2021★ 5 cited

Fairness for Image Generation with Uncertain Sensitive Attributes

Ajil Jalal, Sushrut Karmalkar, Jessica Hoffmann +2

This work tackles the issue of fairness in the context of generative procedures, such as image super-resolution, which entail different definitions from the standard classification…

cs.LG2021★ 4 cited

Instance-Optimal Compressed Sensing via Posterior Sampling

Ajil Jalal, Sushrut Karmalkar, Alexandros G. Dimakis +1

We characterize the measurement complexity of compressed sensing of signals drawn from a known prior distribution, even when the support of the prior is the entire space (rather th…

cs.IT2021★ 1 cited

Fast Splitting Algorithms for Sparsity-Constrained and Noisy Group Testing

Eric Price, Jonathan Scarlett, Nelvin Tan

In group testing, the goal is to identify a subset of defective items within a larger set of items based on tests whose outcomes indicate whether at least one defective item is pre…

cs.DS2021★ 1 cited

A Simple Proof of a New Set Disjointness with Applications to Data Streams

Akshay Kamath, Eric Price, David P. Woodruff

The multiplayer promise set disjointness is one of the most widely used problems from communication complexity in applications. In this problem there are players with subsets $…

cs.LG2021

L1 Regression with Lewis Weights Subsampling

Aditya Parulekar, Advait Parulekar, Eric Price

We consider the problem of finding an approximate solution to regression while only observing a small number of labels. Given an unlabeled data matrix , we…

cs.LG2021★ 2 cited

Linear Bandit Algorithms with Sublinear Time Complexity

Shuo Yang, Tongzheng Ren, Sanjay Shakkottai +3

We propose two linear bandits algorithms with per-step complexity sublinear in the number of arms . The algorithms are designed for applications where the arm set is extremely l…