MANCE: Manifold Aware Concept Erasure
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MANCE: Manifold Aware Concept Erasure

Manifold constraint hypothesis enables improved concept erasure by projecting updates onto estimated representation manifolds, achieving state-of-the-art results in nonlinear conce…

Hugging Face · Daily Papers ·Matan Avitan, Yoav Goldberg · ·▲ 1 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Matan Avitan, Yoav Goldberg, Yanai Elazar

  • 1 upvotes da comunidade
  • Temas: concept erasure, manifold constraint hypothesis, representation manifold, iterative updates, classifier prediction, projection

Resumo

Resumo original (em inglês), extraído do paper:

Manifold constraint hypothesis enables improved concept erasure by projecting updates onto estimated representation manifolds, achieving state-of-the-art results in nonlinear concept removal.

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