What is recorded here?
Combines probabilistic model abstractions, interchangeable inference and model-criticism workflows over TensorFlow, including batched data and backend-model wrappers.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
The original identifier dates to2016 but the retrieved v1-labelled document prints23May2022. This anomaly remains unresolved: only the core framework is dated to the initial report, not every listed later feature. Box's modeling loop and variational/MCMC methods are inherited; speed and posterior quality are model/algorithm dependent.
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People and systems
Dustin Tran; Alp Kucukelbir; Adji B. Dieng; Maja Rudolph; Dawen Liang; David M. Blei
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
Edward probabilistic modeling, inference and criticism
Combines probabilistic model abstractions, interchangeable inference and model-criticism workflows over TensorFlow, including batched data and backend-model wrappers.
Scientific scope
The original identifier dates to2016 but the retrieved v1-labelled document prints23May2022. This anomaly remains unresolved: only the core framework is dated to the initial report, not every listed later feature. Box's modeling loop and variational/MCMC methods are inherited; speed and posterior quality are model/algorithm dependent.
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
Dustin Tran; Alp Kucukelbir; Adji B. Dieng; Maja Rudolph; Dawen Liang; David M. Blei
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.