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.

168,982 papers · 148 categories

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2 results for “MERA”

Number-State Preserving Tensor Networks as Classifiers for Supervised Learningquant-ph

Tensor networks preserve data interpretability for supervised learning.

problem Efficiently classifying data using tensor networks.

method Number-state preserving tensor networks for supervised learning.

result Number-state preserving tensor networks can be trained to maximize their scalar product against data sets.

tensor networks supervised learning classifiers interpretability MERA

2019-05-15abs ↗pdf ↗

A Multi-Scale Tensor Network Architecture for Classification and Regressionstat.ML

Tensor network architecture for classification and regression using wavelet transformations.

problem Efficiently performing classification and regression tasks on complex data.

method Tensor network layers based on MERA and MPS, with adaptive fine-graining.

result Adaptive fine-graining improves model performance without loss in accuracy.

Tensor networks Wavelet transformations Supervised learning Classification Regression

2020-01-22abs ↗pdf ↗