Pre-registration of a replication of the width-192 MLP benchmark claims of 'Error Diffusion Replaces Latent Weights' (arXiv 2610.34566)

Frozen pre-registration (30 Oct 2026) of a private replication of four quantitative claims of arXiv 2610.34566 on the authors' released teacher-student MLP benchmark (repo pierreolivierbonin/error-diffusion-binary-weight-lms, commit 436b6aa6): a 4-bit error-diffusion buffer with a grid level at the flip threshold matches an 8-bit buffer, stays within a stated margin of the latent-weight reference, the naive clamp is worse, and the 2-bit aligned grid recovers most of the loss. Confirmatory seeds 200-229, reproduction seeds 0-4, CPU. Contains the decision code, harness, power simulation, planted-effect table and the run kernel. Deposited before the main runs. Outcome wording: Replicated / Did not replicate / Inconclusive under protocol X.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-30
DOI
https://doi.org/10.5281/zenodo.23799145
Primary Topic
Low-power high-performance VLSI design
Type
article
Field-Weighted Citation Impact
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article

Pre-registration of a replication of the width-192 MLP benchmark claims of 'Error Diffusion Replaces Latent Weights' (arXiv 2610.34566)

John Goodman
2 links
Zenodo (CERN European Organization for Nuclear Research)
Low-power high-performance VLSI design
article

Pre-registration of a replication of the width-192 MLP benchmark claims of 'Error Diffusion Replaces Latent Weights' (arXiv 2610.34566)

John Goodman
article en

Abstract

Frozen pre-registration (30 Oct 2026) of a private replication of four quantitative claims of arXiv 2610.34566 on the authors' released teacher-student MLP benchmark (repo pierreolivierbonin/error-diffusion-binary-weight-lms, commit 436b6aa6): a 4-bit error-diffusion buffer with a grid level at the flip threshold matches an 8-bit buffer, stays within a stated margin of the latent-weight reference, the naive clamp is worse, and the 2-bit aligned grid recovers most of the loss. Confirmatory seeds 200-229, reproduction seeds 0-4, CPU. Contains the decision code, harness, power simulation, planted-effect table and the run kernel. Deposited before the main runs. Outcome wording: Replicated / Did not replicate / Inconclusive under protocol X.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 24%
Low-power high-performance VLSI design
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