3 papers
cs.CV2026
Learning with Volterra Neural Networks: A System Theoretic Perspective
Haoyu Yun, Hamid Krim, Yufang Bao
Higher-order interaction components are important for signal, image, and video modeling, but explicit high-order operators often suffer from rapidly increasing parameter and comput…
cs.CV2026
KVNN: Learnable Multi-Kernel Volterra Neural Networks
Haoyu Yun, Hamid Krim, Yufang Bao
Higher-order learning is fundamentally rooted in exploiting compositional features. It clearly hinges on enriching the representation by more elaborate interactions of the data whi…
eess.IV2024
Accelerated Image-Aware Generative Diffusion Modeling
Tanmay Asthana, Yufang Bao, Hamid Krim
We propose in this paper an analytically new construct of a diffusion model whose drift and diffusion parameters yield an exponentially time-decaying Signal to Noise Ratio in the f…