Announcement_27

[NeurIPS 2026] Our paper “Subliminal Learning as Trait-Direction Drift: A Mechanism and Targeted Control under SFT Distillation” has been accepted to NeurIPS 2026. The paper identifies trait-direction drift as a mechanism of hidden-trait transfer during SFT distillation and introduces probe-space corridor regularization to suppress this transfer while preserving task performance.