2 papers
cs.AI2026
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…
cs.CV2026
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…