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Kyle Stein, Andrew Arash Mahyari, Guillermo Francia, Eman El-Sheikh, Jiangpeng He

Public reference bibliography and cataloged PDF materials authored or published by Kyle Stein, Andrew Arash Mahyari, Guillermo Francia, Eman El-Sheikh, Jiangpeng He.

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LSA-PAST: Layer-Specific Adaptation and Prototype Transport for Compositional Incremental Learning

Year: 2026 • Source: arxiv.org • Listed PDF

Class-Incremental Learning (CIL) enables models to recognize new classes over time while retaining prior knowledge, but many real-world problems are compositional, where visual concepts arise from combinations of primiti...