Profile Photo

Subhamon Supantha

Arch Linux ~/Georgia-Tech/ISyE/PhD/ML/1st-year

I am a first-year student in PhD Machine Learning @ Georgia Tech, with ISyE as my home school. I am fortunate to be advised by Prof. Vidya Muthukumar.

Before this, I was a pre-doctoral researcher at the Centre for Machine Intelligence and Data Science (CMInDS), IIT Bombay, working with Prof. Parthe Pandit. I did my master's in Computer Science from the Chennai Mathematical Institute (CMI), where I was supervised by Prof. K. V. Subrahmanyam. During my time at CMI, I visited Tata Institute of Fundamental Research (TIFR), Mumbai as a summer project researcher, where I worked with Prof. Abhishek Sinha.

My research interests lie in Deep Learning Theory and Sequential Decision Making. I aim to understand the foundations of modern machine learning and decision processes.

Research Interests

Deep Learning Theory, Sequential Decision Making, Online Learning, Bandits, Kernels, Game Theory

News

Publications and Preprints

A Refinement of the Neural Collapse Phenomenon in the Presence of Class Hierarchies

Subhamon Supantha, P. Pandit, A. Rangamani

[Abstract & details]

Universal Dynamic Regret and Constraint Violation Bounds for Constrained Online Convex Optimization

Subhamon Supantha, A. Sinha

[Abstract & details]

Projection-free Algorithms for Online Convex Optimization with Adversarial Constraints

D. Sarkar, A. Chakrabartty, Subhamon Supantha, P. Dey, A. Sinha

[Abstract & details]

A Dynamic Agent Based Model of the Real Economy with Monopolistic Competition, Perfect Product Differentiation, Heterogeneous Agents, Increasing Returns to Scale and Trade in Disequilibrium

Subhamon Supantha, N. K. Sharma

[Abstract & details]

Curriculum Vitae

Download my CV

Contact

Email: ssupantha3@gatech.edu