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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.LG2023
Visualizing Topological Importance: A Class-Driven Approach
Yu Qin, Brittany Terese Fasy, Carola Wenk +1
This paper presents the first approach to visualize the importance of topological features that define classes of data. Topological features, with their ability to abstract the fun…