Efficient Generative AI Inference via Nonlinear Kernel Approximation
Arul Kolla, Kyungmi Lee, Peiyan Dong, Chris Mejia, Anantha Chandrakasan
MIT SuperUROP · Energy-Efficient Circuits and Systems Group
My name is Arul Kolla. I'm a junior at MIT studying Artifical Intelligence and Decision Making in the EECS department. Currently, I'm also a student researcher at the Energy-Efficient Circuits and Systems Group under Kyungmi Lee and Peiyan Dong.
I'm interested in how humans can generalize well from small amounts data, and why models still need large amounts data to not generalize as well. More formally, my current interests include:
Arul Kolla, Kyungmi Lee, Peiyan Dong, Chris Mejia, Anantha Chandrakasan
MIT SuperUROP · Energy-Efficient Circuits and Systems Group
Arul Kolla
6.7960 (Deep Learning) research project, December 2025
Saraswathy Amjith, Michael Wang, Arul Kolla, Jayson Lynch, Neil Thompson
DL4C @ NeurIPS 2025 · FutureTech
Alex Fan, Alicia Li, Arul Kolla, Jason Gonzalez
arXiv preprint, 2025