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Group · Physics

Scientific Computing Group

Meta-learning for physics-informed neural networks, benchmarking few-shot adaptation, and computational methods for parametric PDEs.

01
Published Papers

Benchmarking Meta-Learning for Parametric PDEs: When Does Few-Shot Adaptation Actually Help?

Brandon Yee, Wilson Collins, Benjamin Pellegrini, Caden Wang

Presented at NeurIPS 2025 Responsible-FM, Presented at AAAI 2026 AI2ASE, Accepted to ICLR 2026 AI&PDE

02
Team

Pairie Koh

Research Director

Yee Collins Research Group

Wilson Collins

Research Director

Yee Collins Research Group

Brandon Yee

Lead Researcher

Yee Collins Research Group

Benjamin Pellegrini

Technical Director

Yee Collins Research Group

Upmanu Lall

Director

Columbia Water Center

Mihir Tekal

Senior Researcher

Yee Collins Research Group

Jiayi Fu

Researcher

Yee Collins Research Group

Ryan Gomez

Researcher

Yee Collins Research Group

Jack Rodriguez

Researcher

Yee Collins Research Group

Danny Kim

Researcher

Yee Collins Research Group

Caden Wang

Researcher

Yee Collins Research Group