Pre-registration (frozen 9 Nov 2026): replication of the ACM over-smoothing advantage (arXiv 2407.19231) for GCN and SGC on Cora and Citeseer, as released and with every method's learning rate, weight decay and dropout tuned equally

Frozen protocol, decision code, job design, harness, planted-effect table and kernel for a private pre-registered replication, deposited before any confirmatory run. Clause: the mean relative accuracy improvement of ACM over the strongest of None, BatchNorm, PairNorm and DropEdge across ten backbone-dataset-depth cells (published 20.75%), in an as-released arm and an equal-tuning arm. Verdicts are Replicated / Did not replicate / Inconclusive under protocol X.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-09
DOI
https://doi.org/10.5281/zenodo.24092853
Primary Topic
Advanced Graph Neural Networks
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
article

Pre-registration (frozen 9 Nov 2026): replication of the ACM over-smoothing advantage (arXiv 2407.19231) for GCN and SGC on Cora and Citeseer, as released and with every method's learning rate, weight decay and dropout tuned equally

John Goodman
Zenodo (CERN European Organization for Nuclear Research)
Advanced Graph Neural Networks
article

Pre-registration (frozen 9 Nov 2026): replication of the ACM over-smoothing advantage (arXiv 2407.19231) for GCN and SGC on Cora and Citeseer, as released and with every method's learning rate, weight decay and dropout tuned equally

John Goodman
article en

Abstract

Frozen protocol, decision code, job design, harness, planted-effect table and kernel for a private pre-registered replication, deposited before any confirmatory run. Clause: the mean relative accuracy improvement of ACM over the strongest of None, BatchNorm, PairNorm and DropEdge across ten backbone-dataset-depth cells (published 20.75%), in an as-released arm and an equal-tuning arm. Verdicts are Replicated / Did not replicate / Inconclusive under protocol X.

Zenodo (CERN European Organization for Nuclear Research)
Advanced Graph Neural Networks
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon