academic Implicit Regularization & Shortcut Learning Mitigating spurious correlations by tuning optimization inductive biases. COVID-19 Drug Efficiency Estimation Weakly-supervised hit discovery with confidence scoring using RxRx19a HTS data. Snuffy for Whole Slide Images Biologically-inspired attention masks for gigapixel pathology. work Precision Genomics at PardisGene Automated pipelines for precision oncology and rare disease diagnostics. Data Science at Tapsi Fraud detection and campaign optimization proof of concepts Asynchronous Graph Neural Networks Extending GNN expressivity beyond the classical 1-WL limit using Asynchronous Message Passing. Decidualization & EMT Similarities Investigating shared genomic pathways between pregnancy-induced immune tolerance and cancer metastasis.