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.

168,695 papers · 148 categories

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4 results for “Leiden”

Advanced Graph Clustering Methods: A Comprehensive and In-Depth Analysisstat.ML

This paper analyzes various graph clustering methods and their applications.

problem Dividing graphs into homogeneous groups for diverse applications.

method Traditional and deep learning-based clustering methods are compared.

result Deep learning techniques improve clustering accuracy.

graph clustering deep learning spectral clustering Leiden algorithm graph theory

2024-07-12abs ↗pdf ↗

MNIST-Nd: a set of naturalistic datasets to benchmark clustering across dimensionscs.LG

MNIST-Nd offers synthetic datasets to benchmark clustering across dimensions.

problem Clustering performance degrades with high-dimensional data.

method Training mixture variational autoencoders on MNIST to create synthetic datasets with varying latent dimensions.

result Leiden clustering algorithm is most robust as dimensionality grows.

MNIST-Nd clustering dimensionality variational autoencoders Leiden

2024-10-21abs ↗pdf ↗

EduGym: An Environment and Notebook Suite for Reinforcement Learning Educationcs.LG

EduGym simplifies reinforcement learning education for students.

problem Students struggle to translate between equations and code in reinforcement learning.

method EduGym provides educational environments and interactive notebooks.

result 86% of students and researchers find EduGym useful for education.

reinforcement learning education interactive notebooks reinforcement challenges teaching tools

2023-11-17abs ↗pdf ↗

Jan Tinbergen's legacy for economic networks: from the gravity model to quantum statisticsq-fin.GN

Jan Tinbergen, the first recipient of the Nobel Memorial Prize in Economics in 1969, obtained his PhD in physics at the University of Leiden under the supervision of Paul Ehrenfest in 1929. Among many achievements as an economist after his training as a physicist, Tinbergen proposed the so-called Gravity Model of inter…

2013-04-11abs ↗pdf ↗