4 citations · 5 across the 3 of their papers we have counts for
4 papers
ManifoldCache: Training-Free Diffusion Acceleration via Constraint Manifold Caching
Prashant Pandey, Devineni Sri Venkatraya Chowdary, Brejesh Lall
Diffusion models for structured scientific generation must produce samples satisfying hard geometric constraints imposed by physics, chemistry, or biology, yet inference in these s…
Continual Segmentation under Joint Nonstationarity
Prashant Pandey, Himanshu Kumar, Devineni Sri Venkatraya Chowdary +1
Evolving data streams induce joint nonstationarity in continual semantic segmentation, where semantic classes, input distributions, and supervision availability change simultaneous…
Domain Generalization via Inference-time Label-Preserving Target Projections
Prashant Pandey, Mrigank Raman, Sumanth Varambally +1
Generalization of machine learning models trained on a set of source domains on unseen target domains with different statistics, is a challenging problem. While many approaches hav…
Discrepancy Minimization in Domain Generalization with Generative Nearest Neighbors
Prashant Pandey, Mrigank Raman, Sumanth Varambally +1
Domain generalization (DG) deals with the problem of domain shift where a machine learning model trained on multiple-source domains fail to generalize well on a target domain with…