Aaryan Samanta

Research & Publications

Showcasing AI research and publications.

Research w/ Associate Professor Emeritus Stanford (Jan’26-Present)

Research (Mentor: Associate Professor of Urology, Emeritus, Stanford University School of Medicine), Jan’26–Present: Analyzed anonymized pelvic floor ultrasound data across cohorts & stimulation states; developed 3D models from records/publication data for kinematic & pathophysiologic insights

Lead Author, IEEE AIAM 2025 (Nov'25)

Lead Author, IEEE AIAM 2025 International Conference Publication, Nov’25: Quantum‑Inspired Hybrid Genetic Algorithm and Graph Neural Network Ensemble for Multimodal Classification; peer‑reviewed IEEE proceedings Link

UCSB SRA Scholar & Lead Author, IJHSR (Jul–Dec’25):

UCSB SRA Scholar & Lead Author, IJHSR Publication: Youngest accepted (top ~10% rate); capstone "Resetting the Clocks: Mitochondrial Quality Control via Genetic Adaptation"—identified resilience genes in C. elegans CX11314/EG4725 via comp bio analysis; paper: "Natural genetic variation in mitochondrial health-regulating genes..."; peer-reviewed journal. Link

AI Research Intern, Legend College Prep AI Lab (Jun’25)

AI Research Intern, Legend College Prep AI Lab, Jun’25: Built CNN for pneumonia detection from chest X‑rays (>90% accuracy); developed full pipeline (preprocessing, augmentation, training, evaluation). Link

Data Science Research Scholar, Legend College Prep AI Lab (Sep ’25)

Data Science Research Scholar, Legend College Prep AI Lab, Sep ’25: Disease‑Symptom Demographic EDA; applied ML/statistical analysis to patient data, identified demographic correlations, and built public‑health visualizations. Link