Pre-registration (frozen 8 Nov 2026): replication of the TRIBE test-time-adaptation advantage on CIFAR10-C under GLI-TTA-F (arXiv 2309.14949), as published and with every method's learning rate 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: TRIBE's relative error reduction over the strongest compared baseline (published 36.0% at imbalance factor 100) over five stream seeds, in an as-published arm and an equal-learning-rate-tuning arm. Verdicts are Replicated / Did not replicate / Inconclusive under protocol X.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-08
DOI
https://doi.org/10.5281/zenodo.24052587
Primary Topic
Domain Adaptation and Few-Shot Learning
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 8 Nov 2026): replication of the TRIBE test-time-adaptation advantage on CIFAR10-C under GLI-TTA-F (arXiv 2309.14949), as published and with every method's learning rate tuned equally

John Goodman
3 links
Zenodo (CERN European Organization for Nuclear Research)
Domain Adaptation and Few-Shot Learning
article

Pre-registration (frozen 8 Nov 2026): replication of the TRIBE test-time-adaptation advantage on CIFAR10-C under GLI-TTA-F (arXiv 2309.14949), as published and with every method's learning rate 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: TRIBE's relative error reduction over the strongest compared baseline (published 36.0% at imbalance factor 100) over five stream seeds, in an as-published arm and an equal-learning-rate-tuning arm. Verdicts are Replicated / Did not replicate / Inconclusive under protocol X.

Zenodo (CERN European Organization for Nuclear Research)
Domain Adaptation and Few-Shot Learning
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