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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.

168,694 papers · 148 categories

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0111 · Jun 202319922001200920172026
3 results for “ERM-RER”
Asymmetry of the Relative Entropy in the Regularization of Empirical Risk Minimizationstat.ML

Entropy asymmetry affects regularization in ERM, leading to biased solutions.

problem Analyzing the impact of relative entropy asymmetry in ERM regularization.
method Examined Type-I and Type-II ERM-RER, comparing their solutions and properties.
result Type-II ERM-RER regularization introduces a strong bias against training data.
entropyempirical risk minimizationregularizationrelative entropybias
2024-10-02abs ↗pdf ↗
Analysis of the Relative Entropy Asymmetry in the Regularization of Empirical Risk Minimizationcs.IT

New regularization method reduces support of empirical risk minimization solutions.

problem Regularization in empirical risk minimization with relative entropy.
method Introduces Type-II regularization, characterizes solutions, analyzes properties of relative entropy.
result Type-II regularization collapses solution support into reference measure's support.
empirical risk minimizationregularizationrelative entropysupport collapseinductive bias
2023-06-12abs ↗pdf ↗
Decentralized Machine Learning with Centralized Performance Guarantees via Gibbs Algorithmsstat.ML

Decentralized learning achieves centralized performance via Gibbs measures.

problem Achieving centralized performance in decentralized machine learning.
method ERM-RER learning framework with Gibbs measures and relative-entropy regularization.
result Achieving centralized performance with Gibbs measures and specific scaling of regularization factors.
decentralized learningGibbs measuresERM-RERrelative-entropycentralized performance
2026-04-22abs ↗pdf ↗