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20232026
most citedNeuroscience inspired scientific machine learning (Part-1): Variable spiking neuron for regression

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physics.comp-ph2026

Neural Hodge Corrective Solvers: A Hybrid Iterative-Neural Framework

Arjun Puthli, Somdatta Goswami, Souvik Chakraborty

We introduce the Neural Hodge Corrective Solver (NHCS), a hybrid iterative-neural framework for partial differential equations that embeds learned corrective operators within the D…

cs.CV2026

CortiNet: A Physics-Perception Hybrid Cortical-Inspired Dual-Stream Network for Gallbladder Disease Diagnosis from Ultrasound

Vagish Kumar, Souvik Chakraborty

Ultrasound imaging is the primary diagnostic modality for detecting Gallbladder diseases due to its non-invasive nature, affordability, and wide accessibility. However, the low res…