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VP

VFL Protocol DevelopersC

AI Organization

1 controversy·Mostly Defender
20Influence

VFL Protocol Developers are proponents of Vertical Federated Learning methods who advocate for the use of output-level metrics to certify the right to be forgotten. They have faced scrutiny following researcher reports that these specific methods may create a mirage of effective data deletion within AI models.

Editorial Profile

Tone: Technical and defensive, focusing on the validation of existing protocols despite external researcher findings.

Stance Breakdown

Supporting (1)
Involved (0)
Raising concerns (0)

Controversies involving VFL Protocol Developers (1)

defenderResolved

Researchers Reveal 'Mirage' of AI Forgetting in Federated Learning

"Proponents of current Vertical Federated Learning methods who rely on output-level metrics to certify the 'right to be forgotten'."

Quiet1?Noise Score (0–100): how loud a controversy is. Composite of reach, engagement, star power, cross-platform spread, polarity, duration, and industry impact — with 7-day decay.

Co-appeared With

CMirage Research Team (arXiv:2605.20282v1)

Profiles are based on public statements and activities tracked by SCAND.Ai. Editorial analysis does not represent the views of the subject. Report inaccuracy