About
Hi, I’m Sarath, a member of the technical staff at Tenyx, where I’m part of the research team building the next generation of AI. My research interests span a range of topics, from signal processing, graph theory to geometric deep learning.
Previously, I obtained my Ph.D. from the Ming Hsieh Department of Electrical and Computer Engineering at the University of Southern California, where I worked with Prof. Antonio Ortega. During my Ph.D., I focused on non-parametric, neighborhood/graph algorithms for understanding data and machine learning models. For more details, checkout my Thesis, Defense Slides.
Want to connect, collaborate, or chat about grad school, research, etc.? Schedule a meeting here: Google Meet
What’s New
[July 2024] Will be attending ICML, 2024 in Vienna to present our work LLM geometry and toxicity. Ping me to chat/hang out!
[July 2024] Paper out on arXiv: Reasoning in Large Language Models: A geometric perspective
[Apr 2024] Work with Pratyusha accepted to Open Journal of Signal Processing. Arxiv version here
[Jan 2024] Leading the work on TenyxChat, a series of language models trained to function as useful assistants. Check it out on HuggingFace
[Dec 2023] Blog post on one of our research at Tenyx: Forgetting and Toxicity in LLMs: A Deep Dive on Fine-Tuning Methods
[Nov 2023] Paper out on arXiv: Characterizing Large Language Model Geometry Solves Toxicity Detection and Generation
[July 2023] Internship work at Google, Data Sampling using Locality Sensitive Hashing for Large Scale Graph Learning, will be presented at MLG workshop, KDD 2023.
Background
Prior to joining USC for my Ph.D., I worked as a software engineer for 2.5 years at KLA-Tencor’s Wafer Inspection Division on defect classification software.
I obtained my Master’s degree with a specialization in computer vision and machine learning from USC. During my study, I had the opportunity to work as part of the computer vision research group at USC Institute for Robotics and Intelligent Systems, where I was advised by Dr. Jongmoo Choi under the guidance of Prof. Gerard Medioni. I was also a part-time software developer at the Laboratory of Neurological Imaging, where I worked on the project Informatics Visualization in NeuroImaging (INVIZIAN) led by Prof. John Van Horn.
I completed my Bachelors degree in Electronics and Communication from National Institute of Technology - Tiruchrappalli, where I worked under the advise of Profs. Deivalakshmi and Palanisamy.