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cs.LG2026
Topology-Inspired Fine-Tuning for Wind-Field Super-Resolution
Arjun Dadhwal, Brian Summa
Scientific super-resolution (SR) models are typically optimized with pointwise reconstruction losses, yet scientific interpretation often hinges on extrema, connected regions, and…
cs.CV2026
SteeringDiffusion: A Bottlenecked Activation Control Interface for Diffusion Models
Fangzheng Wu, Brian Summa
We introduce SteeringDiffusion, a bottlenecked activation-level control interface for diffusion models that exposes a smooth, monotonic, and runtime-adjustable control surface over…
cs.CV2026
PC-MIL: Decoupling Feature Resolution from Supervision Scale in Whole-Slide Learning
Syed Fahim Ahmed, Gnanesh Rasineni, Florian Koehler +7
Whole-slide image (WSI) classification in computational pathology is commonly formulated as slide-level Multiple Instance Learning (MIL) with a single global bag representation. Ho…