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08/26/2022
Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy
Differential privacy mechanisms are increasingly used to enable public r...
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05/23/2022
Rethinking Streaming Machine Learning Evaluation
While most work on evaluating machine learning (ML) models focuses on co...
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12/06/2019
An Algorithmic Equity Toolkit for Technology Audits by Community Advocates and Activists
A wave of recent scholarship documenting the discriminatory harms of alg...
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11/20/2017
The Promise and Peril of Human Evaluation for Model Interpretability
Transparency, user trust, and human comprehension are popular ethical mo...
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10/24/2017
Synthetic Data for Social Good
Data for good implies unfettered access to data. But data owners must be...
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10/06/2017