This page collects selected presentations, talks, academic interactions, and outreach activities related to my research work.

presentations

NeurIPS Machine Learning for Physical Sciences Workshop, 2025

I presented my solo-authored workshop paper, “Deceptron: Learned Local Inverses for Fast and Stable Physics Inversion,” at the NeurIPS Machine Learning for Physical Sciences Workshop in San Diego on December 6, 2025.

talks

Machine learning lecture, Shardayatan School, 2025

I delivered an invited classroom lecture introducing machine learning to senior secondary students at Shardayatan School, Surat.

The lecture introduced basic ideas behind machine learning, how models learn from data, and how these methods connect to modern scientific and technological applications. School faculty initiated this lecture after seeing my research. The session was designed for students beginning to explore artificial intelligence and computational thinking.

academic recognition

Appreciation from the Vice Chancellor of VNSGU Surat, 2025

Before my NeurIPS ML4PS presentation, I was invited by Dr. Kishorsinh N. Chavda, Vice Chancellor of Veer Narmad South Gujarat University, Surat, who appreciated my research work and conveyed his wishes for my upcoming presentation at NeurIPS ML4PS.