Star 历史趋势
数据来源: GitHub API · 生成自 Stargazers.cn
README.md
-1E40AF?style=for-the-badge){kind=icon}
Aaryan Samanta's AI Research & Peer-Reviewed Publications
10th Grader • Legend College Preparatory, Cupertino, CA
Lead author of two publications as a high-school student: one in IEEE conference proceedings, one in IJHSR (comp bio).
Youngest UCSB SRA scholar • Dual USACO 2025 perfect scores (Gold & Silver) • National AMC 10/12 perfect scorer
Google Scholar • Personal Website • GitHub • AI Ethos (501(c)(3))
🌟 My Research Portfolio (2025–2026)
| Publication / Project | Venue / Institution | Focus | Status | Repo |
|---|---|---|---|---|
| Quantum-Inspired Hybrid Genetic Algorithm and Graph Neural Network Ensemble for Multimodal Classification | 2025 7th Intl. Conf. on AI & Advanced Manufacturing (AIAM) • IEEE Press | Quantum-inspired GA + GNN for high-dim multimodal data fusion; interpretable SHAP + surrogate fitness | Accepted & Published (AIAM-6203) | ieee-aiam-2025-ga-gnn → |
| Natural Genetic Variation in Mitochondrial Health-Regulating Genes: Resilience in C. elegans Strains CX11314 & EG4725 | International Journal of High School Research (IJHSR) • UCSB Summer Research Academy Capstone | Computational biology: variant analysis, mitophagy pathways, mitochondrial resilience in resilient C. elegans mutants | Peer-Reviewed & Published • Youngest SRA Scholar | ijhsr-uscb-sra → |
| Pelvic Floor Biomechanics & Ultrasound Analysis | Stanford University School of Medicine | Research Scholar (Mentor: Christos E. Constantinou, 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. | Ongoing | stanford-urology-2026 → |
- <1% of U.S. high schoolers publish in AI/comp bio venues — proud to have two as a sophomore.
- Bridging AI/ML + Biomedical Research: quantum/GA/GNN for multimodal classification + bioinformatics for mitochondrial genetics & aging + clinical ultrasound biomechanics & 3D modeling.
🏆 Key Achievements Highlighted in This Repo
- USACO 2025 US Open: Dual Perfect Scores (Gold & Silver, 1000/1000) — 1 of only 8 U.S. high schoolers nationwide
- AMC 10 & 12: National 1st Place Perfect Scores (150/150) — 2× AIME qualifier
- UCSB Summer Research Academy: Youngest accepted scholar (top ~10% rate) → led to IJHSR publication
- Leadership: Founder/President, AI Ethos, Inc. (501(c)(3)) & NextGenAI International — ethical AI education for 75+ students across 3 countries
- Ongoing: Stanford Urology Research Scholar (Mentorship: Christos E. Constantinou, Emeritus) — biomedical ultrasound imaging research
📁 Repository Structure
ieee-aiam-2025-ga-gnn/→ Quantum-GNN hybrid paper: code (PyTorch), paper PDF, acceptance certificate, figures, data previewijhsr-uscb-sra/→ C. elegans mitochondrial resilience paper: bioinformatics pipeline, manuscript, UCSB/IJHSR docs, figuresstanford-urology-2026/→ Stanford Urology research (ongoing): reference papers (PDFs), ultrasound video demos (.mov), 3D modeling materialsdocs/→ (Optional) Shared certificates, resumes, or supplementary files
📖 BibTeX Citations
@INPROCEEDINGS{samanta2025qihga,
author = {Samanta, Aaryan},
booktitle = {2025 7th International Conference on Artificial Intelligence and Advanced Manufacturing (AIAM)},
title = {Quantum-Inspired Hybrid Genetic Algorithm and Graph Neural Network Ensemble for Multimodal Classification},
year = {2025},
publisher = {IEEE}
}
@ARTICLE{samanta2025ijhsr,
author = {Samanta, Aaryan and Mandal, Mansi and Meeran, Mohammed Yasar},
title = {Natural Genetic Variation in Mitochondrial Health-Regulating Genes: Resilience in C. elegans Strains CX11314 and EG4725},
journal = {International Journal of High School Research (IJHSR)},
year = {2025},
note = {UCSB Summer Research Academy Capstone}
}