Szu Hui Ng

4 papers · 2024–2025 · 4 conferences · across top CS/AI conferences

Achievements

🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (4) 🐝 Cross-Pollinator (14)

Conferences

AISTATS (1) JMLR (1) NIPS (1) UAI (1)

Top co-authors

Haowei Wang (2) Zheyi Fan (2) Wenyu Wang (2) Zhongxiang Dai (1) Mingyu Pu (1) Shouri Hu (1) Bryan Kian Hsiang Low (1) Wang Songhao (1) Qingpei Hu (1)

Keywords

bayesian optimization (2) acquisition function (2) gaussian process (2) cumulative regret (1) upper confidence bound (1) regret bound (1) local search (1) gradient descent (1) expected improvement (1)

Papers

Weighted Euclidean Distance Matrices over Mixed Continuous and Categorical Inputs for Gaussian Process Models AISTATS 2025

Adjusted Expected Improvement for Cumulative Regret Minimization in Noisy Bayesian Optimization JMLR 2025

A Trajectory-Based Bayesian Approach to Multi-Objective Hyperparameter Optimization with Epoch-Aware Trade-Offs UAI 2025

Minimizing UCB: a Better Local Search Strategy in Local Bayesian Optimization NIPS 2024