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.

168,657 papers · 148 categories

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2 results for “Bayesian-SINDy”

Rapid Bayesian identification of sparse nonlinear dynamics from scarce and noisy datastat.ME

Bayesian-SINDy learns differential equations from noisy data quickly.

problem Learning correct model equations from limited and noisy data.

method Bayesian-SINDy framework using Gaussian approximations.

result Bayesian-SINDy is more robust and accurate in learning correct model equations from noisy data.

Bayesian-SINDy differential equations sparse dynamics Bayesian inference active learning

2024-02-23abs ↗pdf ↗

Bayesian autoencoders for data-driven discovery of coordinates, governing equations and fundamental constantscs.LG

Bayesian autoencoders discover physics from noisy data.

problem Challenges in identifying governing equations and coordinates from noisy, low-data real-world data.

method Bayesian SINDy autoencoders with hierarchical Bayesian sparsifying prior and adaptive empirical Bayesian method.

result Better physics discovery with lower data and fewer training epochs, along with valid uncertainty quantification.

Bayesian autoencoders SINDy data-driven discovery governing equations latent coordinates

2022-11-19abs ↗pdf ↗