Research & Publications
Research & publications
I came to research through an opportunity rather than a plan: a Research Assistant post on a CST-UP-funded project at Rajkiya Engineering College, Ambedkar Nagar, which took a computer-science graduate into an electrical engineering department. Working on solar forecasting there, among people who think about the grid every day, I kept running into the same three questions, and they have followed me into every project since: would a model’s reported accuracy hold at the moment it has to act, does it keep working when its inputs shift or are tampered with, and can it say how uncertain it is. Below are the five areas the work falls into, a map of how the projects connect, and every research output.
A · Research map
How the projects connect
Each galaxy is a research area and each bright star a project. Click a galaxy to fly into it, and a star to open its paper.
B · Application domains
Where the work applies
Each domain lists its projects. A project appears in a second domain only when its contribution genuinely belongs there.
C · Research outputs
Papers & presentations
Numbers follow my CV, and ∗ marks the corresponding author. Manuscripts that aren't yet published are listed without a venue. Published work is also on Google Scholar and Web of Science.
Next
Future directions
I’m looking for a fully funded PhD in Machine Learning and Physical AI, in India or abroad.
Physical AI is where my projects already meet: models that read the physical world, whether sunlight on a panel, a drone’s radio signal or a vehicle’s battery, and have to act on it reliably. I want to keep working on learning that respects physical structure, keeps working when conditions shift, and can be trusted once it leaves the lab.
Meanwhile I’m continuing my research and following my submitted manuscripts through review.