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 “NumPyro”

Composable Effects for Flexible and Accelerated Probabilistic Programming in NumPyrostat.ML

NumPyro accelerates probabilistic programming with JAX transformations.

problem Efficiently handling probabilistic models with hardware acceleration.

method Composable effects and program transformations in JAX.

result Iterative NUTS formulation JIT compiled for speed.

NumPyro Probabilistic programming JAX Hardware acceleration No-U-Turn Sampler

2019-12-24abs ↗pdf ↗

Compiling Stan to Generative Probabilistic Languages and Extension to Deep Probabilistic Programmingcs.LG

Stan is a probabilistic programming language that is popular in the statistics community, with a high-level syntax for expressing probabilistic models. Stan differs by nature from generative probabilistic programming languages like Church, Anglican, or Pyro. This paper presents a comprehensive compilation scheme to com…

2018-09-30abs ↗pdf ↗