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Author

G. Jaiganesh

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Open access Oct 2026

HMVA-DDI: A Hierarchical Multi-View Attention Network for Drug-Drug Interaction and Severity Prediction

Background and Objective Prescribing multiple drugs simultaneously, known as polypharmacy, is increasingly common in managing chronic diseases such as diabetes and cardiovascular conditions. Studies show that roughly 40% of elderly patients are on five or more medications, putting them at significant risk of adverse dr...

Bibekananda Hati, Ruchika Bhat, Zakeerhussain D. Kudari et al. · 0 citations
Jul 2026

An Analytically Trained Variational Surrogate for Quantum Phase Estimation on NISQ Hardware

The framework enables faithful QPE mimicry using a linearly scaling VQC, recovering the ground-state energy within the chemical accuracy threshold (1 kcal/mol), constituting a scalable, hardware-efficient paradigm for QPE-based molecular energy estimation on NISQ devices.

Mousumi Kundu, A. Patra, V. AnuragK.S. et al. · 0 citations
Jul 2026

Machine-Learned Compact Subspace Generation for Quantum Selected Configuration Interaction within Density Matrix Embedding Framework

This work introduces a machine-learned compact subspace generation protocol based on Restricted Boltzmann Machines, termed QSCI-RBM, and integrates it within the Density Matrix Embedding Theory (DMET) framework, highlighting that RBM-assisted configuration generation produces significantly more compact subspace while p...

A. Patra, V. AnuragK.S., Ruchika Bhat et al. · 3 citations
Jun 2026

Bridging the NISQ and Fault-Tolerant Regimes: Generative-ML-Assisted Quantum Selected CI for Molecular Simulations

This report presents a hybrid quantum-classical workflow performed on the Fujitsu FX700 ideal state-vector simulator using QARP that addresses two structural inefficiencies in quantum-sampling-based diagonalization workflows and introduces QSCI-RBM, a variant that replaces the configuration recovery of the SQD framewor...

V. AnuragK.S., A. Patra, M. Mukherjee et al. · 3 citations

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