Machine Learning For Elliptic PDEs: Fast Rate Generalization Bound, Neural Scaling Law and Minimax Optimality

Yiping Lu 0001, Haoxuan Chen, Jianfeng Lu 0001, Lexing Ying, Jose H. Blanchet. Machine Learning For Elliptic PDEs: Fast Rate Generalization Bound, Neural Scaling Law and Minimax Optimality. In The Tenth International Conference on Learning Representations, ICLR 2022, Virtual Event, April 25-29, 2022. OpenReview.net, 2022. [doi]

@inproceedings{0001C0YB22,
  title = {Machine Learning For Elliptic PDEs: Fast Rate Generalization Bound, Neural Scaling Law and Minimax Optimality},
  author = {Yiping Lu 0001 and Haoxuan Chen and Jianfeng Lu 0001 and Lexing Ying and Jose H. Blanchet},
  year = {2022},
  url = {https://openreview.net/forum?id=mhYUBYNoGz},
  researchr = {https://researchr.org/publication/0001C0YB22},
  cites = {0},
  citedby = {0},
  booktitle = {The Tenth International Conference on Learning Representations, ICLR 2022, Virtual Event, April 25-29, 2022},
  publisher = {OpenReview.net},
}