LSA-PAST: Layer-Specific Adaptation and Prototype Transport for Compositional Incremental Learning
Layer-Specific Adaptation with Prototype-Anchored Adapter-Space Transport (LSA-PAST) is proposed, a parameter-efficient method tailored to composition-IL that achieves state-of-the-art accuracy-forgetting trade-off performance for composition-IL.
Kyle Stein, Andrew Arash Mahyari, Guillermo A. Francia et al.
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