Simulating how machine learning found murmurations
Input Layer100 features (aₚ values)
Hidden Layer 164 neurons
Hidden Layer 232 neurons
Output Layer2 classes (rank 0/1)
0
Epoch
0%
Accuracy
1.0
Loss
None
Pattern
The Discovery Story
In 2022, Yang-Hui He's team used ML to explore elliptic curve data. Undergraduate Alexey Pozdnyakov noticed oscillating patterns when plotting aₚ averages.
"They were fortunate to be taking data from the LMFDB, because it pre-sorts curves by conductor." — Andrew Sutherland