research
∙
08/16/2022
Ex-Ante Assessment of Discrimination in Dataset
Data owners face increasing liability for how the use of their data coul...
share
research
∙
04/26/2022
SoFaiR: Single Shot Fair Representation Learning
To avoid discriminatory uses of their data, organizations can learn to m...
research
∙
02/24/2022
Trade-offs between Group Fairness Metrics in Societal Resource Allocation
We consider social resource allocations that deliver an array of scarce ...
research
∙
10/25/2021
SWAP Test for an Arbitrary Number of Quantum States
We develop a recursive algorithm to generalize the quantum SWAP test for...
research
∙
10/08/2021
Aura: Privacy-preserving augmentation to improve test set diversity in noise suppression applications
Noise suppression models running in production environments are commonly...
research
∙
05/28/2021
Fair Representations by Compression
Organizations that collect and sell data face increasing scrutiny for th...
research
∙
06/15/2020
Learning Smooth and Fair Representations
Organizations that own data face increasing legal liability for its disc...
research
∙
11/04/2019
Single-Frame Super-Resolution of Solar Magnetograms: Investigating Physics-Based Metrics & Losses
Breakthroughs in our understanding of physical phenomena have traditiona...
research
∙
11/04/2019
Probabilistic Super-Resolution of Solar Magnetograms: Generating Many Explanations and Measuring Uncertainties
Machine learning techniques have been successfully applied to super-reso...
research
∙
03/18/2019