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NumPyro composable effects and iterative compiled NUTS

Combines Pyro-style effect handlers with JAX transformations and replaces NUTS's recursive tree-building implementation by an iterative form suitable for end-to-end JIT compilation.

What is recorded here?

Combines Pyro-style effect handlers with JAX transformations and replaces NUTS's recursive tree-building implementation by an iterative form suitable for end-to-end JIT compilation.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

NUTS and JAX are inherited. Speedups vary by model, precision and hardware; time per leapfrog step is not automatically time per effective posterior sample, and finite sampling is not exact inference. First two authors contribute equally.

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People and systems

Du Phan; Neeraj Pradhan; Martin Jankowiak

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

NumPyro composable effects and iterative compiled NUTS

Combines Pyro-style effect handlers with JAX transformations and replaces NUTS's recursive tree-building implementation by an iterative form suitable for end-to-end JIT compilation.

Scientific scope

NUTS and JAX are inherited. Speedups vary by model, precision and hardware; time per leapfrog step is not automatically time per effective posterior sample, and finite sampling is not exact inference. First two authors contribute equally.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Du Phan; Neeraj Pradhan; Martin Jankowiak

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources