Differentially Private Kernelized Contextual BanditsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2025 |
On the Sublinear Regret of GP-UCBNeural Information Processing Systems (NeurIPS), 2023 |
Adaptation to Misspecified Kernel Regularity in Kernelised BanditsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Yusha Liu Aarti Singh |
Instance-Dependent Regret Analysis of Kernelized BanditsInternational Conference on Machine Learning (ICML), 2022 |
Open Problem: Tight Online Confidence Intervals for RKHS ElementsAnnual Conference Computational Learning Theory (COLT), 2021 |
Lenient Regret and Good-Action Identification in Gaussian Process
BanditsInternational Conference on Machine Learning (ICML), 2021 |
A Domain-Shrinking based Bayesian Optimization Algorithm with
Order-Optimal Regret PerformanceNeural Information Processing Systems (NeurIPS), 2020 |