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Tian Huang

3 accepted papers

2025

Learning Dynamical Coupled Operator For High-dimensional Black-box Partial Differential Equations

IJCAI 2025

The deep operator networks (DON), a class of neural operators that learn mappings between function spaces, have recently emerged as surrogate models for parametric partial differential equations (PDEs). However, their full potential for accurately approximating general black-box PDEs remains underex

2024

Direct Preference-Based Evolutionary Multi-Objective Optimization with Dueling Bandits

NeurIPS 2024poster

The ultimate goal of multi-objective optimization (MO) is to assist human decision-makers (DMs) in identifying solutions of interest (SOI) that optimally reconcile multiple objectives according to their preferences. Preference-based evolutionary MO (PBEMO) has emerged as a promising framework that p…

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