Author

Rui-Lin Yang

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Preprint Aug 2026

OPUS: A Simple yet Effective Unified Framework for Open-Vocabulary Detection

Recent unified open-vocabulary detection (OVD) supports heterogeneous prompts, including text queries, visual exemplars, and their combinations, but often rely on increasingly complex designs such as heavy cross-modal fusion, staged training, and iterative annotation pipelines. We revisit whether such complexity is nec...

Xiao-Yan Wei, Zhi-Min Yao, Rui-Lin Yang et al. · 0 citations

#artificial intelligence Jun 2026

Criterion-Conditional In-Context Learning: Evaluating Criterion-Shift Adaptation in Vision-Language Models

This work introduces a new setting, denoted as Criterion-Conditional In-Context Learning (CC-ICL), where models must infer the latent criterion from context and adjust predictions accordingly under fixed task semantics, and proposes two complementary metrics, Criterion Invariance and Criterion Sensitivity, to evaluate...

Kaiyu Yang, Rui-Lin Yang, Zhi-Min Yao et al. · arXiv.org · 0 citations