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

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2 results for “Margin-Propagation”

Multiplierless and Sparse Machine Learning based on Margin Propagation Networkscs.LG

Paper proposes a new ML approach using only additions and thresholding.

problem Energy efficiency and reduced complexity for IoT ML devices.

method Margin-Propagation (MP) network for inference and learning without MVMs.

result MP-based classifiers achieve comparable results to traditional ML methods with energy savings.

Machine Learning IoT Energy Efficiency Margin-Propagation Sparse Networks

2019-10-05abs ↗pdf ↗

A Framework for Analyzing Cross-correlators using Price's Theorem and Piecewise-Linear Decompositioncs.LG

The paper proposes new cross-correlators using Price's Theorem and piecewise-linear decomposition.

problem Optimal method for estimating cross-correlations using finite samples.

method General mathematical framework using Price's Theorem and piecewise-linear decomposition.

result Some cross-correlators based on Huber's loss functions, MP functions, and LSE functions have higher SNR.

cross-correlation Price's Theorem piecewise-linear decomposition Huber's loss margin-propagation

2023-04-18abs ↗pdf ↗