Welcome to the Scaling Group

 

Scientific Computing and Intelligence Group (Scaling Group) is in the Department of Mathematics at National University of Singapore, led by Dr. Liu Yang (杨柳).

We aim to:

  • Build modern scalable AI for scientific challenges, including multi-physics prediction, control design, inverse problems, etc.
  • Address some important fundamental questions in AI, including how to enhance accuracy and efficiency, how to generalize from easy to hard tasks, how emergent capabilities arise, etc.

These application challenges are connected by the fundamental questions underlying.

We are looking for passionate new students, postdocs, and visiting scholars to join the team (more info) !

News

Nov 25 2024

Our paper VICON: Vision In-Context Operator Networks for Multi-Physics Fluid Dynamics Prediction is accepted by Transactions on Machine Learning Research. This work was done in collaboration with researchers from UCLA and UCSD.

August 2025

🏆 Liu Yang has been awarded the prestigious Singapore National Research Foundation Fellowship (class of 2025), receiving over SGD 3 million in research funding. This highly competitive honor is granted to only about 10 researchers in Singapore each year.

Jun 15-18 2025

Liu Yang will participate UNCECOMP2025 in Rhodes, Greece. Let me know if you are around and interested in meeting up!

Apr 21 2025

Our paper Fine-tune language models as multi-modal differential equation solvers is published on Neural Networks.

Jul 31 2024

Our lab is officially starting, welcome new members!

... see all news