2026
- Published Contributor, India AI Impact Summit 2026 (MeitY and UN Women)
- Lead author of NariRaksha: Gender-Responsive AI for Women's Safety, published in the official India AI Impact Summit 2026 Compendium on AI and Gender Empowerment.
- Selected among 23 case studies from 235+ submissions across 50+ countries.
- One of the few undergraduate-led contributions, featured alongside doctoral researchers, policy practitioners, and senior technology professionals.
- Individually recognized by senior UN Women leadership at the official publication launch.
2026
- Springer Research Publication, ICICC 2026
- Authored Explainable SLM-Guided Vision–Language Model for Multi-Class Skin Lesion Recognition, advancing interpretable multimodal AI for healthcare.
- Published in Springer's Lecture Notes in Networks and Systems (LNNS) series.
- Ranked among the top 15% of papers received and reviewed at ICICC 2026.
- Indexed by Scopus, DBLP, zbMATH, EI Compendex, and SCImago.
2025
- Invited Advisor, Machine Learning Tech Society
- Invited by the Dean of ICT, Saveetha Engineering College, to provide academic and technical leadership for the institution's Machine Learning Tech Society.
- Designed and delivered programs on AI Agents, Financial ML, Quantum ML, and Open Source AI.
- Mentored student researchers in AI system development and deployment-oriented machine learning.
2018
- Paryavaran Ratna Award
- Conferred by the Indian Centre for Wildlife and Environmental Studies, South Asia Region.
- Recognized for contributions to environmental stewardship and sustainability initiatives.
2017
- Unique Performance Award for Academic Excellence
- Awarded by Shri Vidhyaa Giri Matriculation Higher Secondary School for outstanding scholastic achievement.
2016
- Distinction, Universal Talent Search Examination
- Awarded by the Shakespeare Institute of English Studies for exceptional performance in a national-level talent assessment.