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