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06/15/2023
Fix Fairness, Don't Ruin Accuracy: Performance Aware Fairness Repair using AutoML
Machine learning (ML) is increasingly being used in critical decision-ma...
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12/08/2022
Fairify: Fairness Verification of Neural Networks
Fairness of machine learning (ML) software has become a major concern in...
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12/08/2022
Towards Understanding Fairness and its Composition in Ensemble Machine Learning
Machine Learning (ML) software has been widely adopted in modern society...
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11/30/2022
An Empirical Study on the Bugs Found while Reusing Pre-trained Natural Language Processing Models
In NLP, reusing pre-trained models instead of training from scratch has ...
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12/02/2021
The Art and Practice of Data Science Pipelines: A Comprehensive Study of Data Science Pipelines In Theory, In-The-Small, and In-The-Large
Increasingly larger number of software systems today are including data ...
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05/21/2020