MQ

Mengchen Qian

cs.AIcs.CVcs.CLcs.RO

On Valency

published · living versions

W_zz6mnf2t·v1 · currentpublished

Toward Recursive Self-Improvement in Physical AI

with Meng Luo, Zechen Bai, Shanqing Xu, Yanlin Li +7

1 version

Preprints & journals

4 papers in the corpus · 2026

Toward Recursive Self-Improvement in Physical AI2610.29677v1 · Meng Luo, Zechen Bai, Shanqing Xu et al.2026 · 0 citationsarXivon Valency

OmniHallu: Unified Hallucination Detection for Cross-Modal Comprehension and Generation in Multimodal Large Language Models2609.11244v1 · Jianjiang Yang, Peihang Li, Shanqing Xu et al.2026 · 0 citationsarXiv

RIDGE: Region-Informed Derivative-Guided Evidence Selection for Long Video Understanding2608.29958v1 · Shanqing Xu, Meng Luo, Mengchen Qian et al.2026 · 0 citationsarXiv

When Evidence Shapes Collaboration: Knowledge-Conditioned Topology Generation for Multi-Agent Systems2608.27984v2 · Yangxiao Jiang, Jiarun Fan, Mingcong Xu et al.2026 · 0 citationsarXiv

Career total: 13 works. 4 are in this corpus.

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