Talks and presentations

Scientific Machine Learning

• **[*New*] ** Physics-informed inference time scaling via Hybrid Scientific computing and Machine learning slide, talk
• **[*New*] ** AAAI 2024 Tutorial: Recent advance in Physics-informed Machine Learning website slide
• slide at CBMS deep learning for numerical PDE pdf
• Statistical analysis of Machine Learning Solving PDE: slide
• Statistical Optimal Operator Learning: slide (job talk 2023)
• Neural ODE and PDE-Net Youtube,slide

  Scientific Computing

• **[*New*] ** What is a Sketch-and-Precondition Derivation for Low-Rank Approximation? slide (on going)

Experiment Design

• Synthetic Design via Sepctral Method: slide

  Robust Machine Learning

• Implicit Regularization for Algorithm Design: Neural Collapse and Worst Group Generalization Youtube,Slide, Old Note