JingminSun commited on
Commit
5d47928
·
verified ·
1 Parent(s): 94b2144

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +57 -0
README.md ADDED
@@ -0,0 +1,57 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ pretty_name: PROSE
4
+ ---
5
+
6
+ This is data for :
7
+
8
+ 1. <a href="https://github.com/JingminSun/prose_v1" target="_blank">PROSE-PDE</a> paper: Towards a Foundation Model for Partial Differential Equations: Multi-Operator Learning and Extrapolation.
9
+ 2. <a href="https://github.com/JingminSun/LeMON_PROSE" target="_blank"> LeMON</a>: Learning to Learn Multi-Operator Networks.
10
+ 3. <a href="https://github.com/JingminSun/prose_v1" target="_blank">PROSE-SymPy</a>: Time-Series Forecasting, Knowledge Distillation, and Refinement within a Multimodal PDE Foundation Model.
11
+
12
+
13
+ ## Citation
14
+
15
+ If you find our paper and code useful, please consider citing:
16
+
17
+
18
+ ```
19
+ @article{sun2024towards,
20
+ title = {Towards a foundation model for partial differential equations: Multioperator learning and extrapolation},
21
+ author = {Sun, Jingmin and Liu, Yuxuan and Zhang, Zecheng and Schaeffer, Hayden},
22
+ journal = {Phys. Rev. E},
23
+ volume = {111},
24
+ issue = {3},
25
+ pages = {035304},
26
+ numpages = {18},
27
+ year = {2025},
28
+ month = {Mar},
29
+ publisher = {American Physical Society},
30
+ doi = {10.1103/PhysRevE.111.035304},
31
+ url = {https://link.aps.org/doi/10.1103/PhysRevE.111.035304}
32
+ }
33
+
34
+ ```
35
+
36
+ ```
37
+ @article{sun2024lemon,
38
+ title={Lemon: Learning to learn multi-operator networks},
39
+ author={Sun, Jingmin and Zhang, Zecheng and Schaeffer, Hayden},
40
+ journal={arXiv preprint arXiv:2408.16168},
41
+ year={2024}
42
+ }
43
+ ```
44
+
45
+ ```
46
+ @article{jollie2025time,
47
+ author = {Derek Jollie and Jingmin Sun and Zecheng Zhang and Hayden Schaeffer},
48
+ title = {TIME-SERIES FORECASTING AND REFINEMENT WITHIN A MULTIMODAL PDE FOUNDATION MODEL},
49
+ journal = {Journal of Machine Learning for Modeling and Computing},
50
+ issn = {2689-3967},
51
+ year = {2025},
52
+ volume = {6},
53
+ number = {2},
54
+ pages = {77--89}
55
+ }
56
+ ```
57
+