From the 1 of 4 linked papers with an AI index.
4 papers
The Noise Premium in Adversarial Training for Kernel Regression
Yiling Xie, Xiaoming Huo
The paper analyzes adversarial training within reproducing kernel Hilbert spaces, deriving generalization bounds and showing how noise affects the trade‑off between robustness and…
An Accelerated Stochastic Variance-Reduced Algorithm for Entropic Wasserstein Barycenters
Yiling Xie, Yiling Luo, Xiaoming Huo
Fixed-support Wasserstein barycenters average probability distributions while accounting for the geometry of the support. We study the entropically regularized Wasserstein barycent…
Utility-Aware Multimodal Contrastive Learning for Product Image Generation
Xiaohang Feng, Yiling Xie
Product images strongly influence consumer decision-making in online marketplaces. Empowered by multimodal contrastive learning, generative AI can output images that closely align…
Asymptotic Behavior of Adversarial Training Estimator under -Perturbation
Yiling Xie, Xiaoming Huo
Adversarial training has been proposed to protect machine learning models against adversarial attacks. This paper focuses on adversarial training under -perturbation,…