Ayan Biswas

Researcher, Los Alamos National Laboratory

Joined

January 2025

Names

Ayan Biswas (Preferred)

Emails

****@lanl.gov (Confirmed)

Personal Links

Career & Education History

Researcher

Los Alamos National Laboratory (lanl.gov)

2017 – Present

Advisors, Relations & Conflicts

PhD Advisor

Present

PhD Advisee

Present

Expertise

Visualization

,

deep learning

,

foundation models

Present

Publications

Out-of-distribution transfer of PDE foundation models to material dynamics under extreme loading
Mahindra Singh Rautela, Siddharth Mansingh, Aleksandra Pachalieva, Alexander Most, Kyle S. Hickmann, Daniel O'Malley, Alexander Scheinker, Bradley C. Love, Diane Oyen, Nathan A. DeBardeleben, Earl Lawrence, Ayan Biswas
- AI&PDE Poster
- Readers: Everyone
SPUS: A Lightweight and Parameter-Efficient Foundation Model for PDEs
Abu Bucker Siddik, Diane Oyen, Alexander Most, Michal Kucer, Ayan Biswas
- Submitted to ICLR 2026
- Readers: Everyone
MORPH: Shape-agnostic PDE Foundation Models
Mahindra Singh Rautela, Alexander Most, Siddharth Mansingh, Bradley C. Love, Ayan Biswas, Diane Oyen, Earl Lawrence
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone

Co-Authors