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Author

Hoang Anh Nguyen

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Preprint Aug 2026

Adversarial Agents on Topology Optimization: Understanding the Fragility and Robustness of Deep Learning-based and Physics-Based Design Models under Adversarial Perturbation

Topology optimization, using both physic-based approaches and deep learning surrogates, serves as a cornerstone for generative design agents in cyber-manufacturing systems. While deep learning surrogates have gained widespread adoption due to their speed in online design generation, this work demonstrates their vulnera...

Hoang Anh Nguyen, Yuan Hong, Hong-Yi Xu · 1 citation
Preprint Sep 2026

Convolution absorbing boundaries for explicit-circuit quantum simulation of the wave equation

Explicit quantum circuits for the wave equation, built by Hamiltonian simulation, are restricted to closed domains, in which outgoing waves reflect off the edge of the computational region and return. We lift that restriction with absorbing boundaries of the convolution type - a complex-frequency-shifted perfectly matc...

Hoang Anh Nguyen, A. Tura · 0 citations

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