3 citations · 4 across the 3 of their papers we have counts for
3 papers
cs.LG2025
Neural Contrast Expansion for Explainable Structure-Property Prediction and Random Microstructure Design
Guangyu Nie, Yang Jiao, Yi Ren
Effective properties of composite materials are defined as the ensemble average of property-specific PDE solutions over the underlying microstructure distributions. Traditionally,…
cs.CV2023★ 3 cited
Attributing Image Generative Models using Latent Fingerprints
Guangyu Nie, Changhoon Kim, Yezhou Yang +1
Generative models have enabled the creation of contents that are indistinguishable from those taken from nature. Open-source development of such models raised concerns about the ri…
cs.CV2019★ 1 cited
Augmenting Model Robustness with Transformation-Invariant Attacks
Houpu Yao, Zhe Wang, Guangyu Nie +3
The vulnerability of neural networks under adversarial attacks has raised serious concerns and motivated extensive research. It has been shown that both neural networks and adversa…