Madhavan Iyengar

Hi! My name's Madhavan, I'm a rising senior at the University of Michigan studying Computer Science.

I previously worked at Amazon on Alexa Smart Home, and I am currently a TA for EECS 445 (Intro to Machine Learning). In my free time you'll catch me at

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Research

I'm interested in building generalist embodied agents by coming up with data-efficient learning methods. I'm currently advised by Prof. Nima Fazeli and Prof. Joyce Chai.

built different tactile collaborative madhavan iyengar portfolio
Built Different: Tactile Perception to Overcome Cross-Embodiment Capability Differences in Collaborative Manipulation
William van den Bogert, Madhavan Iyengar, Nima Fazeli
Preprint 2024
project page / arXiv

We present an approach that uses tactile sensors to transfer policies between robots that have vastly different sensing capabilities. We show how our method can enable a cooperative task where a robot and human must work together to maneuver objects through space.

3d-grand madhavan iyengar portfolio
3D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination
Jianing Yang, Xuweiyi Chen, Nikhil Madaan, Madhavan Iyengar, Shengyi Qian, David F. Fouhey, Joyce Chai
Preprint 2024
project page / arXiv

We address the lack of large-scale datasets that provide dense grounding between language and 3D scenes by introducing 3D-GRAND, a dataset comprising of 40,087 household scenes paired with 6.2 million densely-grounded scene-language instructions.

LLM grounder madhavan iyengar portfolio
LLM-Grounder: Open-Vocabulary 3D Visual Grounding with Large Language Model as an Agent
Jianing Yang, Xuweiyi Chen, Shengyi Qian, Nikhil Madaan, Madhavan Iyengar, David F. Fouhey, Joyce Chai
ICRA 2024
project page / arXiv

We present the first method capable of localizing novel objects in 3D scenes using Neural Radiance Field (NeRF) and Large Language Models (LLMs) through iterative, natural language-based interactions.

Before discovering AI, I was interested in mathematical modeling of disease spread.

front propagation Madhavan Iyengar portfolio
Front propagation in a spatial system of weakly interacting networks
Evgeniy Khain, Madhavan Iyengar
Physical Review E, 2023

We address the propagation of an epidemic through a metapopulation model, highlighting the impact of migration and node degree distribution on the spread.

epidemics network Madhavan Iyengar portfolio
Epidemic on a changing network: College outbreaks and vaccination
Madhavan Iyengar, Varun Nimmagadda, Evgeniy Khain
International Journal of Modern Physics C, 2022

We explore the dynamics of disease outbreaks on college campuses, modeling interactions between extroverts and introverts. We also examine vaccination strategies, considering prioritization based on risk or contact rates to mitigate an outbreak.