Max Gupta

Psychology × Computer Science

I’m an AI researcher in stealth based in Cambridge, MA, where I work on steering and evaluating language models through the lens of cognitive science — in particular distillation: approaches for fine-tuning representations and concepts from cognitive science into language models.

Before that I obtained my master’s at Princeton, in the Computational Cognitive Science lab and the Princeton Laboratory for Artificial Intelligence with Tom Griffiths, working on meta-learning, few-shot concept learning, and human inductive biases in neural networks (see thesis). Earlier I spent three years as a consultant and software engineer, and studied applied mathematics at Columbia University.

Education

Princeton University
M.S.E., Computer Science. 2024–2026. Graduate Fellowship (full tuition and teaching stipend).
Columbia University
B.A., Applied Mathematics. 2017–2021. Dean’s List; Heinrich Research Fellowship; Spritz Family Research Grant.

Representative Publications

  1. Gupta, M., Shin, C., Lake, B., & Kwan, T. (2026). Modeling student arithmetic reasoning by distilling cognitive priors into language models. Under review
  2. Gupta, M., Campbell, D. I., & Griffiths, T. L. (2026). Meta-learning captures human-like geometric sensitivity. Proceedings of the 48th Annual Conference of the Cognitive Science Society.
  3. Gupta, M., Rane, S., McCoy, R. T., & Griffiths, T. L. (2025). Convolutional neural networks can (meta-)learn the same-different relation. Proceedings of the 47th Annual Conference of the Cognitive Science Society. Also presented as a poster at the Frontiers in NeuroAI Symposium, Kempner Institute, Harvard University.
  4. Bencomo, G., Gupta, M., Marinescu, I., McCoy, R. T., & Griffiths, T. L. (2025). Teasing apart architecture and initial weights as sources of inductive bias in neural networks. Proceedings of the 47th Annual Conference of the Cognitive Science Society.

Elsewhere

Scholar · Github

Contact

mg7411@princeton.edu · Curriculum vitae (PDF) · LinkedIn

Cambridge, Massachusetts.