Michael C. Hughes
2 papers · Latest:
Statistical Machine Learning
Occam's Razor is Only as Sharp as Your ELBO
ELBO-based model selection can lead to overfitting or underfitting, challenging its role as Occam's razor, especially with reduced-rank assumptions.
2604.25984
Locating acts of mechanistic reasoning in student team conversations with mechanistic machine learning
An interpretable ML model identifies student mechanistic reasoning in team conversations, improving generalization with domain-aligned inductive biases.
2604.21870
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