25 citations · 68 across the 10 of their papers we have counts for
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cs.LG2022★ 1 cited
An Efficient Framework for Monitoring Subgroup Performance of Machine Learning Systems
Huong Ha
Monitoring machine learning systems post deployment is critical to ensure the reliability of the systems. Particularly importance is the problem of monitoring the performance of ma…
cs.LG2021
ALT-MAS: A Data-Efficient Framework for Active Testing of Machine Learning Algorithms
Huong Ha, Sunil Gupta, Santu Rana +1
Machine learning models are being used extensively in many important areas, but there is no guarantee a model will always perform well or as its developers intended. Understanding…
cs.LG2020★ 6 cited
Distributionally Robust Bayesian Quadrature Optimization
Thanh Tang Nguyen, Sunil Gupta, Huong Ha +2
Bayesian quadrature optimization (BQO) maximizes the expectation of an expensive black-box integrand taken over a known probability distribution. In this work, we study BQO under d…