Pre-registration of a replication of the inference-latency claims of REVBRAIN (arXiv 2610.38558)

Frozen pre-registration (1 Nov 2026) of a private replication of two quantitative claims of arXiv 2610.38558 (Pankka, Lehtinen, Roine): that the median inference latency of the autoregressive WaveNet baseline is about 52x that of REVBRAIN at 1 sample per input and about 3170x at 100 samples per input, using the authors' released latency script (repo hpankka/revbrain, commit 4418b775) on one Kaggle T4 GPU. Bounds are half the paper's ratios (26 and 1585); 10 invocation pairs; percentile bootstrap. Contains the decision code, harness, power simulation, planted-effect table and the run kernel. Deposited before the main run. Outcome wording: Replicated / Did not replicate / Inconclusive under protocol X.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-01
DOI
https://doi.org/10.5281/zenodo.23849260
Primary Topic
Speech Recognition and Synthesis
Type
article
Field-Weighted Citation Impact
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article

Pre-registration of a replication of the inference-latency claims of REVBRAIN (arXiv 2610.38558)

John Goodman
Zenodo (CERN European Organization for Nuclear Research)
Speech Recognition and Synthesis
article

Pre-registration of a replication of the inference-latency claims of REVBRAIN (arXiv 2610.38558)

John Goodman
article en

Abstract

Frozen pre-registration (1 Nov 2026) of a private replication of two quantitative claims of arXiv 2610.38558 (Pankka, Lehtinen, Roine): that the median inference latency of the autoregressive WaveNet baseline is about 52x that of REVBRAIN at 1 sample per input and about 3170x at 100 samples per input, using the authors' released latency script (repo hpankka/revbrain, commit 4418b775) on one Kaggle T4 GPU. Bounds are half the paper's ratios (26 and 1585); 10 invocation pairs; percentile bootstrap. Contains the decision code, harness, power simulation, planted-effect table and the run kernel. Deposited before the main run. Outcome wording: Replicated / Did not replicate / Inconclusive under protocol X.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 13%
Speech Recognition and Synthesis
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