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cs.LG2026
Simple Extensions of Single-Objective Acquisition Functions and Hedge Strategies for Multi-Objective Bayesian Optimization
Haris Moazam Sheikh
Multi-objective Bayesian optimization (MOBO) is commonly approached through specialized acquisition functions or scalarization schemes designed to explicitly account for trade-offs…
physics.flu-dyn2026
Bayesian optimization and topographic exploration of drag-reducing dimples for aerodynamic surfaces
Sangjoon Lee, M. Erden Yildizdag, Haris M. Sheikh
Dimples offer a promising route to reducing drag on aerodynamic surfaces. However, whether such shallow concavities yield a net benefit depends sensitively on their topography, whi…
cs.LG2026
MAST: A Multi-fidelity Augmented Surrogate model via Spatial Trust-weighting
Ahmed Mohamed Eisa Nasr, Ali Elham, Haris Moazam Sheikh
In engineering design and scientific computing, computational cost and predictive accuracy are intrinsically coupled. High-fidelity simulations provide accurate predictions but at…