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cs.MA2026
Towards Trustworthy Biological Alignment in TabPFN-Probed Pathology Foundation Models
Ushashi Bhattacharjee, Alloy Das, Saria Hannan +3
Histology and transcriptomics provide complementary views of tissue biology, capturing spatial morphology and molecular activity, respectively. Pathology foundation models (PFMs) l…
cs.CV2026
Lighting-aware Unified Model for Instance Segmentation
Qisai Liu, Alloy Das, Zhanhong Jiang +4
Foundation models like the Segment Anything Model (SAM) demonstrate impressive zero-shot generalization but frequently degrade under diverse real-world illumination, particularly f…