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Neural Information Processing Systems

Table 7: Examples of Generated Cartoon Descriptions Type of descriptions GPT -4o Human Written [20] Canny description A knight in armor is riding a horse, holding a lance with a traffic light on top. A line of businessmen in suits follows behind him. There are two men on a horse. They are wearing soldier outfits. Uncanny Description It's unusual to see a medieval knight leading modern businessmen as if going into battle.







Assembly Fuzzy Representation on Hypergraph for Open-Set 3D Object Retrieval Y ang Xu

Neural Information Processing Systems

The lack of object-level labels presents a significant challenge for 3D object retrieval in the open-set environment. However, part-level shapes of objects often share commonalities across categories but remain underexploited in existing retrieval methods. In this paper, we introduce the Hypergraph-Based Assembly Fuzzy Representation (HAFR) framework, which navigates the intricacies of open-set 3D object retrieval through a bottom-up lens of Part Assembly .