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Research2026-08-15 · source-backed
Prior work reports near-perfect attack success rates and effective defenses. This systematic study finds most of it fails to hold, because existing approaches assume unrealistic prior knowledge and poor evaluation practice concealed the gap. The authors released BVBench to reset the field. arXiv 2608.12962 If you deploy cross-organization VFL, current published risk estimates are not load-bearing in either direction.
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Shared entity: Prior / Same source domain / Earlier coverage
Both cover Prior; reported by the same outlet (arxiv.org); earlier Prior coverage from 2026-07-10.
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (approach, attack); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (attack, author); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (attack, current); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (approach, author); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (attack, backdoor); pushes against this story (but).
Reported by the same outlet (arxiv.org); overlapping topics (collapse, constraint); pushes against this story (but).
Reported by the same outlet (arxiv.org); overlapping topics (attack, defens); pushes against this story (against).