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 “Plate-amortization”

PAVI: Plate-Amortized Variational Inferencestat.ML

PAVI speeds up Bayesian inference for large datasets.

problem Challenges in Bayesian inference for large population studies.

method Plate-amortized Variational Inference (PAVI) that shares parameterization across i.i.d. variables.

result Significant speedup in training variational distributions, orders of magnitude faster.

Bayesian inference Variational Inference Large datasets Plate-amortization Hierarchical models

2023-08-30abs ↗pdf ↗

PAVI: Plate-Amortized Variational Inferencecs.AI

PAVI speeds up VI for large-scale studies by sharing parameterization across i.i.d. variables.

problem Challenges in Bayesian inference for large population studies with many latent parameters.

method Designing plate-amortized variational inference (PAVI) to share parameterization across i.i.d. variables.

result Significant speedup in training large-scale hierarchical variational distributions.

Variational Inference Bayesian Inference Large Scale Studies Neuroimaging Parameter Sharing

2022-06-10abs ↗pdf ↗