karan commited on
Commit
79c206a
·
1 Parent(s): 464b97d

Added ReadMe

Browse files
Files changed (1) hide show
  1. README.md +36 -0
README.md ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # SynPAT: Synthetic Physical Theories with Data
2
+
3
+ This dataset contains systems of dimensionally consistent equations generated across various configurations of:
4
+
5
+ - Number of variables: 6 to 9
6
+ - Number of derivatives: 2 to 4
7
+ - Number of equations: 4 to 6
8
+
9
+ Each configuration includes three generated systems with:
10
+
11
+ - Symbolic equations (`system.txt`)
12
+ - Numerical data (`system.dat`)
13
+ - Replacements (`replacement_*.txt`)
14
+ - Consequences (`consequence.txt`, `consequence.dat`)
15
+ - Noisy variants for each noise level (`*_0.001.dat`, ..., `*_0.1.dat`)
16
+
17
+ ## Purpose
18
+
19
+ Designed to benchmark symbolic regression models on machine-assisted physical discovery tasks.
20
+
21
+ ## File structure
22
+
23
+ The dataset is packaged as a single `dataset.zip` archive. Inside are directories for each configuration (`vars_X_derivs_Y_eqns_Z/`) containing 3 systems each.
24
+
25
+ ## Citation
26
+
27
+ > Srivastava et al., **SynPAT: A System for Generating Synthetic Physical Theories with Data**, NeurIPS 2025 (submitted)
28
+
29
+ ## License
30
+
31
+ [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)
32
+
33
+ ## Related resources
34
+
35
+ - 📘 [Project GitHub](https://github.com/jlenchner/theorizer)
36
+ - 📄 [Croissant metadata](https://w3id.org/croissant)