Sustained Gradient Alignment Mediates Subliminal Learning in a Multi-Step Setting: Evidence from MNIST Auxiliary Logit Distillation Experiment

This record archives a report produced as part of the BlueDot Impact Technical AI Safety Project Sprint. Although the sprint has concluded, the manuscript and associated code remain under active development. The analysis, results, documentation, and implementation may be revised, expanded, or otherwise modified in future versions.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-02-21
DOI
https://doi.org/10.5281/zenodo.18724739
Primary Topic
Ethics and Social Impacts of AI
Type
article
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article

Sustained Gradient Alignment Mediates Subliminal Learning in a Multi-Step Setting: Evidence from MNIST Auxiliary Logit Distillation Experiment

Chayanon Kitkana
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

Sustained Gradient Alignment Mediates Subliminal Learning in a Multi-Step Setting: Evidence from MNIST Auxiliary Logit Distillation Experiment

Chayanon Kitkana
article en

Abstract

This record archives a report produced as part of the BlueDot Impact Technical AI Safety Project Sprint. Although the sprint has concluded, the manuscript and associated code remain under active development. The analysis, results, documentation, and implementation may be revised, expanded, or otherwise modified in future versions.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 51%
Ethics and Social Impacts of AI
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Sustained Gradient Alignment Mediates Subliminal Learning in a Multi-Step Setting: Evidence from MNIST Auxiliary Logit Distillation Experiment — Chayanon Kitkana · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS