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Jagan Mohan Reddy Dwarampudi

2 papers indexed

arxivcs.LGq-bio.GN2026-07-15

LATTICE: Graph Self-Supervised Learning for Multimodal Spatial Omics Integration

Jagan Mohan Reddy Dwarampudi, Veena Kochat, Suresh Satpati, Hien Van Nguyen, Kunal Rai, Tania Banerjee

Spatially resolved omics studies increasingly combine transcriptomic and epigenomic assays, yet downstream analysis is often still performed using single-modality pipelines. We present LATTICE (Latent Alignment of Tissue-level and Transcriptomic Information for Cross-modal Embedd…

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arxivcs.LG2026-07-15

CDS: Counterfactual Directionality Score for Structured Interventions in Spatial Graphs

Humaira Anzum, Md Ishtyaq Mahmud, Jagan Mohan Reddy Dwarampudi, Tania Banerjee

Quantifying directional influence between node populations is a fundamental problem in graph-based modeling, particularly in spatial biological systems where cell-cell interactions shape functional outcomes. Existing approaches based on attention, attribution, or correlation capt…

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