Research
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.

168,742 papers · 148 categories

Trend · papers per month

count% of corpus
0111 · Oct 202019922001200920172026
2 results for “Proto-NN”
Universal consistency and rates of convergence of multiclass prototype algorithms in metric spacescs.LG

Prototype rules simplify multiclass classification in metric spaces, achieving consistency and reduced complexity.

problem Multiclass classification in metric spaces, focusing on universal consistency and convergence rates.
method Novel Proto-NN and hybrid rules for multiclass classification in metric spaces, analyzing convergence rates.
result Proto-NN is universally consistent and simpler to implement, with similar computational advantages.
multiclass classificationmetric spacesuniversal consistencyk-NNPrototype rules
2020-10-01abs ↗pdf ↗
On public and private binary classification with metric space valued predictorsmath.ST

Paper discusses binary classification with metric space predictors, privacy constraints, and convergence rates.

problem Binary classification with metric space predictors under privacy constraints.
method Derives convergence rates for Proto-NN classifier with and without privacy constraints.
result Proto-NN classifier is universally consistent under privacy constraints.
binary classificationmetric space predictorsProto-NNprivacylocal differential privacy
2026-05-29abs ↗pdf ↗