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DREAM-CZSL: Disengaged representation and alignment model for CZSL | Synapse
March 3, 2026
DREAM-CZSL: Disengaged representation and alignment model for CZSL
CX
Chuanyue Xiong
BH
Bingqi Hu
QL
Qinghe Li
Key Points
DREAM-CZSL shows improved performance in zero-shot learning tasks, enhancing representation quality.
The alignment model achieves a significant 25% increase in accuracy over existing methods.
Analysis employed a theoretical model to assess multimodal learning capabilities across various datasets.
Implications include the potential for refined algorithms that better understand complex relationships in zero-shot learning tasks.
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Xiong et al. (Sat,) studied this question.
synapsesocial.com/papers/69a76124c6e9836116a2ec96
https://doi.org/https://doi.org/10.1016/j.eswa.2026.131680