Tag: Permutation Invariance

All the articles with the tag "Permutation Invariance".

• Rethinking Invariance in In-context Learning

  Published: 12 May, 2025 |  at  11:15 AM

  

  71.91 🤔

  This paper introduces Invariant In-Context Learning (InvICL), a novel ICL method that achieves permutation invariance, information non-leakage, and context interdependence using leave-one-out encoding and parallel implementation, outperforming both invariant and non-invariant baselines in generalization and performance across synthetic and real-world tasks.