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Jian-Qiang Huang

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#artificial intelligence Review Sep 2026

KUPAS MASTER: Distilling the Tacit Expertise of Master Practitioners into Agent-Ready Experience Corpora

KUPAS MASTER, an experience engineering platform built around nine-layer cognitive corpus construction, turns heterogeneous work records and practitioner interviews into traceable, reusable experience corpora for agents, and provides a practical path from individual tacit experience to organizational knowledge and agen...

Chang-Mian Wang, Yu-Chao Ma, Xu-Chao Lu et al. · 0 citations
Preprint Aug 2026

AffordAny: Open-World 3D Affordance Grounding from Monocular RGB Images via Vision-Language-Guided Geometric Reasoning

Open-world 3D affordance grounding requires localizing functional object parts in 3D given free-form language queries. Existing methods typically assume pre-built object-centric 3D geometry and closed affordance ontologies, limiting deployment from raw RGB observations. We present AffordAny, an end-to-end framework tha...

Jun-Qiang Wu, Kai-Hua Tang, Xuan-Wen Chen et al. · 0 citations

Computer Vision and Image Understanding

The proposed LTTL combines the power of meta-learning and self-training, achieving superior performance compared with the baseline methods on two public benchmarks, and uses the meta-learning paradigm to optimize the parameters in the whole framework.

Xinzhe Li, Jian-Qiang Huang, Yaoyao Liu et al. · 0 citations
Preprint Aug 2026

A Model-Internal Protocol for Assessing Multimodal Models as Integrated Systems

Self-Generative-Understanding (SGU), a novel, annotation-free evaluation framework that probes the integrated capabilities of unified models through a semantic closed-loop challenge, provides a complementary holistic evaluation framework and offers a foundation for benchmarking the development of next-generation unifie...

Hao Zhang, Jiaxin Qi, Zhijiang Tang et al. · 0 citations

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