2 papers
quant-ph2026
Zero-shot Quantum Neural Architecture Search
Tung Dao, Son N. Tran, Huynh Thi Thanh Binh
Variational Quantum Algorithms (VQAs) are a leading approach to exploiting near-term quantum hardware, leveraging parameterized quantum circuits and classical optimization to achie…
cs.LG2026
Tight Robustness Certificates and Wasserstein Distributional Attacks for Deep Neural Networks
Bach C. Le, Tung V. Dao, Binh T. Nguyen +1
Wasserstein distributionally robust optimization (WDRO) provides a framework for adversarial robustness, yet existing methods based on global Lipschitz continuity or strong duality…