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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 “DISTANA”

Inferring, Predicting, and Denoising Causal Wave Dynamicscs.LG

DISTANA predicts and denoises spatial wave dynamics.

problem Identifying causality in spatially distributed, non-linear dynamical processes.

method Generative, recurrent graph convolution neural network architecture (DISTANA).

result DISTANA outperforms alternative approaches in denoising and predicting complex spatial wave propagation.

DISTANA spatial wave dynamics causality denoising neural networks

2020-09-19abs ↗pdf ↗

Latent State Inference in a Spatiotemporal Generative Modelcs.LG

DISTANA improves weather prediction by inferring hidden factors from temperature data.

problem Inferring hidden factors in spatiotemporal processes without supervision.

method Enhanced DISTANA architecture for spatiotemporal data, active tuning for latent state inference.

result DISTANA achieves more accurate predictions than other methods, inferring hidden factors from temperature data.

weather prediction spatiotemporal processes hidden factors DISTANA active tuning

2020-09-21abs ↗pdf ↗