Max Hartman

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1308 West Main St.

Urbana, IL 61801

Hi, I’m Max Hartman, an MS student at the UIUC ECE department, where I am fortunate to be advised by Prof. Minh N. Do. Previously, I completed my BS at UIUC in Computer Engineering, advised by Prof. Lav R. Varshney. In Summer 2026, I will be a software engineer intern at Meta. Previously, I was a software development engineer intern at Amazon (Summer 2025).

My research is centered around how information is stored and processed in large models (currently focused on VLMs). I am particularly interested in what in how information across modalities is used. I enjoy theoretically explaining why certain mechanisms occur in models and using such insights to improve model performance, reasoning, and efficiency with archtectural and inference-time modifications.

Additionally, I have been working on building Federated systems so AI techniques can be safetly applied to fields with sensitive data (e.g. Healthcare) or in industries where competitors cannot share raw data but can mutually benefit from a shared global model (e.g. manufacturing).

news

Jan 22, 2026 My paper, Federated Nonlinear System Identification, was accepted to The 2026 American Control Conference in New Orleans!
Aug 27, 2025 My paper, Unmasking the functionality of early layers in VLMs, was accepted to the eXCV Workshop at ICCV 2025!
Aug 16, 2025 I started my MS at UIUC! :smile:
Aug 15, 2025 I completed my summer internship at AWS in the AWS LoggingCore Observability department!
May 15, 2025 I graduated from UIUC in Computer Engineering and a math minor with highest honors!

latest posts

selected publications

  1. Skip-It? Theoretical Conditions for Layer Skipping in Vision-Language Models
    Max Hartman, Vidhata Jayaraman, Moulik Choraria, and 2 more authors
    2025
  2. Unmasking the functionality of early layers in VLMs
    Max Hartman, Vidhata Jayaraman, Moulik Choraria, and 2 more authors
    In ICCV 2025 Workshop on Explainable Computer Vision: Quo Vadis? (Non-Proceedings Tracks), 2025