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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.

168,742 papers · 148 categories

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2 results for “replicator-mutator”

Connections between sequential Bayesian inference and evolutionary dynamicsmath.PR

New research connects evolutionary dynamics to Bayesian learning.

problem Connecting evolutionary biology and Bayesian learning.

method Rigorous mathematical proof using Kushner-Stratonovich equation and gradient flows.

result Discrete time filtering equations converge to Stratonovich interpretation of Kushner-Stratonovich equation.

Bayesian inference evolutionary dynamics Kushner-Stratonovich equation gradient flows filtering equations

2024-11-25abs ↗pdf ↗

Two-Time-Scale Learning Dynamics: A Population View of Neural Network Trainingcs.LG

Aims to describe neural network training dynamics using two-time-scale models.

problem Lack of a general mathematical description of neural network training.

method Introduces a theoretical framework based on two-time-scale population dynamics.

result Derives selection-mutation equations and effective fitness for hyperparameters.

neural networks training dynamics two-time-scale population-based replicator-mutator

2026-03-20abs ↗pdf ↗