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Public story · 2026-03-17 · source-backed
Self-consistency-based inference-time learning compounds adversarial signals rather than filtering them. A baseline-safe model can be gradually steered into unsafe outputs. Inference-time learning without safety gating is dangerous. Source
Each link below shares sources, entities, or timing with this story.
Shared entity: Self / Same source domain / Shared topic / What happened next / Tension
Both cover Self; reported by the same outlet (arxiv.org); overlapping topics (inference-time, model).
Shared entity: Test / Same source domain / What happened next / Tension / Downstream implication
Both cover Test; reported by the same outlet (arxiv.org); picks up the Test thread on 2026-07-30.
Shared entities / Same source domain / What happened next
Both cover Self, Test; reported by the same outlet (arxiv.org); picks up the Self thread on 2026-07-13.
Shared entities / Same source domain / Earlier coverage
Both cover Inference, Self; reported by the same outlet (arxiv.org); earlier Inference coverage from 2026-03-03.
Both cover Self, Test; reported by the same outlet (arxiv.org); earlier Self coverage from 2026-02-23.
Shared entity: Test / Same source domain / What happened next / Tension
Both cover Test; reported by the same outlet (arxiv.org); picks up the Test thread on 2026-08-20.
Both cover Test; reported by the same outlet (arxiv.org); picks up the Test thread on 2026-08-11.
Both cover Test; reported by the same outlet (arxiv.org); picks up the Test thread on 2026-07-30.