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Jinhai Xiang

4 accepted papers

2026

DINO Eats CLIP: Adapting Beyond Knowns for Open-set 3D Object Retrieval

CVPR 2026

Vision foundation models have shown great promise for open-set 3D object retrieval (3DOR) through efficient adaptation to multi-view images. Leveraging semantically aligned latent space, previous work typically adapts the CLIP encoder to build view-based 3D descriptors. Despite CLIP's strong general

Cited by 0SourceScholar
2026

Towards Understanding In-Context Learning of Transformers Under Non-I.I.D. Scenarios

AAAI 2026technical

Understanding the generalization behavior of in-context learning (ICL) in Transformers remains a fundamental challenge, as most existing theoretical analyses are based on the assumption that data are independently and identically distributed (i.i.d.), an assumption that often does not hold in practi

Cited by 0SourcePDFScholar