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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,738 papers · 148 categories

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2 results for “Occams-razor”

Small Data, Big Decisions: Model Selection in the Small-Data Regimecs.LG

The paper explores how smaller data sets can lead to better model selection decisions.

problem Model selection in small data regimes.

method Empirical study of generalization performance with varying training set sizes.

result Training on smaller subsets of data can lead to more reliable model selection decisions.

model selection small data generalization neural networks Occams-razor

2020-09-26abs ↗pdf ↗

Measure Theoretic Approach to Nonuniform Learnabilitycs.LG

New approach to nonuniform learnability using measure theory.

problem Nonuniform learnability of hypotheses with varying sample sizes.

method Measure theoretic approach to redefine nonuniform learnability, introducing a new algorithm (Generalize Measure Learnability).

result Achieved statistical consistency in learning countable hypothesis classes.

measure theory nonuniform learnability algorithm Occam's razor statistical consistency

2020-11-01abs ↗pdf ↗