graph neural networks 2graph representation learning 2cross-task transfer 1link prediction 1molecular property prediction 1node classification 1topological data analysis 1transfer learning 1transformers 1
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cs.CV2025
CuMPerLay: Learning Cubical Multiparameter Persistence Vectorizations
Caner Korkmaz, Brighton Nuwagira, BarıŠCoÅkunuzer +1
We present CuMPerLay, a novel differentiable vectorization layer that enables the integration of Cubical Multiparameter Persistence (CMP) into deep learning pipelines. While CMP pr…
cs.CV2024
TopOC: Topological Deep Learning for Ovarian and Breast Cancer Diagnosis
Saba Fatema, Brighton Nuwagira, Sayoni Chakraborty +2
Microscopic examination of slides prepared from tissue samples is the primary tool for detecting and classifying cancerous lesions, a process that is time-consuming and requires th…