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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2 results for “ECCD”

Enhanced Cyclic Coordinate Descent Methods for Elastic Net Penalized Linear Modelsstat.ML

Enhanced ECCD speeds up elastic net model training.

problem Efficiently solving generalized linear models with elastic net constraints.

method Redesigned cyclic coordinate descent with Taylor expansion and batched computations.

result Empirically shows consistent

3 imes

performance improvement over state-of-the-art solvers.

ECCD Elastic Net Linear Models Taylor Expansion Batched Computations

2025-10-22abs ↗pdf ↗

A Bayesian Approach to Segmentation with Noisy Labels via Spatially Correlated Distributionseess.IV

Bayesian method improves segmentation accuracy with noisy labels.

problem Annotation errors in semantic segmentation due to mislabeling and spatial correlations.

method Approximate Bayesian estimation with spatially correlated discrete distributions and variational inference.

result The method achieves performance comparable to clean labels under moderate noise levels.

semantic segmentation Bayesian inference label errors spatial correlations variational inference

2025-04-21abs ↗pdf ↗