Talks and presentations

Presented CEAR: Certified Ensemble Adversarial Robustness in DNNs at the Canadian Conference on Artificial Intelligence, held at Simon Fraser University in May 2026. The paper develops an ensemble approach that combines diverse noise-trained networks, voting rules, and randomized smoothing to improve certified adversarial robustness.

Presented in May 2026. Presentation on the computational and certification trade-offs in neural-network robustness verification.