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ALT-MAS: A Data-Efficient Framework for Active Testing of Machine Learning Algorithms


Apr 11, 2021
Huong Ha, Sunil Gupta, Santu Rana, Svetha Venkatesh

* Accepted to the RobustML workshop at ICLR 2021 

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Think Global and Act Local: Bayesian Optimisation over High-Dimensional Categorical and Mixed Search Spaces


Feb 14, 2021
Xingchen Wan, Vu Nguyen, Huong Ha, Binxin Ru, Cong Lu, Michael A. Osborne

* 9 page, 6 figures (26 pages, 13 figures, 2 tables including references and appendices) 

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High Dimensional Level Set Estimation with Bayesian Neural Network


Dec 17, 2020
Huong Ha, Sunil Gupta, Santu Rana, Svetha Venkatesh

* Accepted at AAAI'2021 

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Sub-linear Regret Bounds for Bayesian Optimisation in Unknown Search Spaces


Sep 09, 2020
Hung Tran-The, Sunil Gupta, Santu Rana, Huong Ha, Svetha Venkatesh

* The paper submitted to NeurIPS 2020 

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Distributionally Robust Bayesian Quadrature Optimization


Jan 19, 2020
Thanh Tang Nguyen, Sunil Gupta, Huong Ha, Santu Rana, Svetha Venkatesh

* AISTATS2020 
* AISTATS2020 

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Bayesian Optimization with Unknown Search Space


Oct 29, 2019
Huong Ha, Santu Rana, Sunil Gupta, Thanh Nguyen, Hung Tran-The, Svetha Venkatesh

* 33rd Conference on Neural Information Processing Systems (NeurIPS 2019), Vancouver, Canada 
* 33rd Conference on Neural Information Processing Systems (NeurIPS 2019), Vancouver, Canada 

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