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 “field-of-experts”

A Field of Experts Prior for Adapting Neural Networks at Test Timecs.CV

Proposes a FoE prior for improving CNN performance in distribution shifts.

problem Improving CNN performance in image analysis tasks with distribution shifts.

method Uses a field-of-experts (FoE) prior to match feature distributions of test and training images.

result Outperforms previous TTA methods in lesion segmentation and most healthy tissue segmentation tasks.

distribution shifts test-time-adaptation field-of-experts convolutional neural networks MRI segmentation

2022-02-10abs ↗pdf ↗

Leveraging Probabilistic Circuits for Nonparametric Multi-Output Regressioncs.LG

The paper presents a novel approach to multi-output regression using probabilistic circuits.

problem Capturing correlations between multiple output dimensions in large-scale regression problems.

method Employing a mixture of single-output Gaussian process experts encoded via a probabilistic circuit.

result The method can capture correlations between output dimensions and often outperforms other approaches.

probabilistic circuits multi-output regression Gaussian processes inter-output correlations

2021-06-16abs ↗pdf ↗