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Evolutionary Generalized Zero-Shot Learning
May 14, 2024, 4:44 a.m. | Dubing Chen, Chenyi Jiang, Haofeng Zhang
cs.LG updates on arXiv.org arxiv.org
Abstract: Attribute-based Zero-Shot Learning (ZSL) has revolutionized the ability of models to recognize new classes not seen during training. However, with the advancement of large-scale models, the expectations have risen. Beyond merely achieving zero-shot generalization, there is a growing demand for universal models that can continually evolve in expert domains using unlabeled data. To address this, we introduce a scaled-down instantiation of this challenge: Evolutionary Generalized Zero-Shot Learning (EGZSL). This setting allows a low-performing zero-shot model …
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