On-device research index

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.

168,657 papers · 148 categories

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3 results for “generatability”

On Generation in Metric Spacesstat.ML

Generatability in metric spaces studied with novel novelty parameters.

problem Understanding generatability in metric spaces with asymmetric novelty parameters.

method Introducing

(\varepsilon,\varepsilon')

-closure dimension to characterize uniform and non-uniform generatability.

result Generatability is stable across novelty scales in doubling spaces but can be highly scale-sensitive in general metric spaces.

generatability novelty parameters metric spaces closure dimension asymmetry

2026-02-07abs ↗pdf ↗

Generation through the lens of learning theorycs.LG

Generative models characterized through learning theory.

problem Characterizing generative models using learning theory.

method Formalized Gold, Angluin, and Kleinberg's results; introduced uniform and non-uniform generation; characterized closure dimension.

result Incompatibility between generatability and predictability for certain hypothesis classes.

learning theory generative models closure dimension uniform generation non-uniform generation

2024-10-17abs ↗pdf ↗

Generation from Noisy Examplesstat.ML

Generates positive examples from noisy data streams.

problem Learning from noisy example streams in hypothesis classes.

method Extending results from previous studies to account for noise.

result Conditions for noisily generatable binary hypothesis classes.

generative models noisy data hypothesis classes learning theory adversarial examples

2025-01-07abs ↗pdf ↗