Stratification Criteria for Machine Learning Pattern Discovery in Particle Physics: Preparing for the AlphaFold Moment

Machine learning capabilities are expanding into scientific domains at an accelerating pace. When applied to high-energy physics pattern discovery, they will generate candidates faster than traditional evaluation can absorb. ML finds patterns in past data it is inherently post hoc. Whether those p