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stat.AP2026
Bayesian Semiparametric Hidden Markov Random Partition Fields for Factor Collapse on Graphs: A Study of Cortical Mapping of Fingertips
Blake Moya, Kevin Sitek, Arkaprava Roy +2
Understanding how the brain's cortical regions respond to stimuli like fingertip tapping is a significant challenge in neuroscience, especially with high-resolution functional magn…
stat.ML2026
An Additive MLP-GNN Framework for Characterizing Chemical and Structural Contributions to Aqueous Solubility
Sampreeti Bhattacharya, Arkaprava Roy
Aqueous solubility is a key property in early-stage drug discovery, but most predictive models merge physicochemical descriptors and molecular graph information into a single repre…
stat.ME2026
Conformity-Based Bayesian Projective Prediction
Arkaprava Roy, Malay Ghosh
We propose a general robust prediction framework, termed conformity-based projective prediction (CPP), that integrates Bayesian predictive modeling with ideas from conformity-based…