What is recorded here?
Parameterized monotonic rational-quadratic spline transforms inside coupling or autoregressive flows, increasing scalar-transform flexibility while retaining tractable derivatives and analytic inversion.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Builds on inherited spline interpolation and preceding spline flows, not invention of all splines. Positive bin widths/heights/derivatives and identity-tail boundary construction enforce the stated transform properties. Analytic inversion does not eliminate autoregressive direction-dependent sampling costs.
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People and systems
Conor Durkan; Artur Bekasov; Iain Murray; George Papamakarios
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
Neural spline flows with analytic invertibility
Parameterized monotonic rational-quadratic spline transforms inside coupling or autoregressive flows, increasing scalar-transform flexibility while retaining tractable derivatives and analytic inversion.
Scientific scope
Builds on inherited spline interpolation and preceding spline flows, not invention of all splines. Positive bin widths/heights/derivatives and identity-tail boundary construction enforce the stated transform properties. Analytic inversion does not eliminate autoregressive direction-dependent sampling costs.
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
Conor Durkan; Artur Bekasov; Iain Murray; George Papamakarios
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.