Active Level Set Estimation for Continuous Search Space with Theoretical Guarantee. - Giang Ngo; Dang Nguyen 002; Dat Phan-Trong; Sunil Gupta 001 (ACML, 2023)

Neural-BO: A Black-box Optimization Algorithm using Deep Neural Networks. - Dat Phan-Trong; Hung Tran-The; Sunil Gupta 001 (CoRR, 2023)

NeuralBO: A black-box optimization algorithm using deep neural networks. - Dat Phan-Trong; Hung Tran-The; Sunil Gupta 001 (Neurocomputing, 2023)

PINN-BO: A Black-Box Optimization Algorithm Using Physics-Informed Neural Networks. - Dat Phan-Trong; Hung The Tran; Alistair Shilton; Sunil Gupta 001 (ECML/PKDD (2), 2024)

Black-box Optimization with Unknown Constraints via Overparameterized Deep Neural Networks. - Dat Phan-Trong; Hung The Tran; Sunil Gupta 001 (UAI, 2025)