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 “Stromboli volcano”

Uncertainty Quantification and Experimental Design for Large-Scale Linear Inverse Problems under Gaussian Process Priorsstat.ML

New method reduces memory usage for Bayesian inverse problems on large grids.

problem Solving large-scale linear inverse problems with Gaussian process priors.

method Implicit representation of posterior covariance matrices, sequential disintegrations of Gaussian measures.

result Significant reduction in uncertainty for high-density regions estimation.

Bayesian inverse problems Gaussian process priors Sequential data collection Excursion set recovery Stromboli volcano

2021-09-08abs ↗pdf ↗

Score-based Diffusion Models in Function Spacecs.LG

This work extends diffusion models to function space for better generative modeling.

problem Limited applicability of diffusion models to functional data domains.

method Introduces Denoising Diffusion Operators (DDOs) for training diffusion models in function space.

result Demonstrates accurate function-valued generation at fixed cost.

Diffusion Models Function Space Score Matching Gaussian Processes Langevin Dynamics

2023-02-14abs ↗pdf ↗