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Ziwei Fan

2 accepted papers

2024

EIVEN: Efficient Implicit Attribute Value Extraction using Multimodal LLM

NAACL 2024industry

In e-commerce, accurately extracting product attribute values from multimodal data is crucial for improving user experience and operational efficiency of retailers. However, previous approaches to multimodal attribute value extraction often struggle with implicit attribute values embedded in images…

2023

Personalized federated domain adaptation for item-to-item recommendation

UAI 2023poster

Item-to-Item (I2I) recommendation is an important function that suggests replacement or complement options for an item based on their functional similarities or synergies. To capture such item relationships effectively, the recommenders need to understand why subsets of items are co-viewed or co-pur…