Search Results for author: Haley Massa

Found 2 papers, 0 papers with code

Tensions Between the Proxies of Human Values in AI

no code implementations14 Dec 2022 Teresa Datta, Daniel Nissani, Max Cembalest, Akash Khanna, Haley Massa, John P. Dickerson

Motivated by mitigating potentially harmful impacts of technologies, the AI community has formulated and accepted mathematical definitions for certain pillars of accountability: e. g. privacy, fairness, and model transparency.

Fairness

An Empirical Analysis of the Impact of Data Augmentation on Knowledge Distillation

no code implementations6 Jun 2020 Deepan Das, Haley Massa, Abhimanyu Kulkarni, Theodoros Rekatsinas

Generalization Performance of Deep Learning models trained using Empirical Risk Minimization can be improved significantly by using Data Augmentation strategies such as simple transformations, or using Mixed Samples.

Data Augmentation Knowledge Distillation

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