HM

Hao-Xuan Ma

cs.AIcs.CVcs.LG

On Valency

published · living versions

W_wdj6ccbs·v1 · currentpublished

Toward Collective Model Intelligence: Characterizing and Coordinating Models

with SinapisAI Team, Jian-Dong Liu, Qun Dai, Zhendong Du +25

1 version

Preprints & journals

7 papers in the corpus · 2026

Toward Collective Model Intelligence: Characterizing and Coordinating Models2610.24739v1 · SinapisAI Team: Jian-Dong Liu, Qun Dai, Zhendong Du et al.2026 · 0 citationsarXivon Valency

Routing Should Pay for Itself: Sparse Supervision for Economical LLM Routing2609.37402v1 · Guannan Lai, Gelin Bian, Hao-Xuan Ma et al.2026 · 0 citationsarXiv

Token-Disentangled Latent Test-Time Scaling for Vision-Language Reasoning2609.35228v1 · Hao-Xuan Ma, Yihao Liu, Yutao Sun et al.2026 · 0 citationsarXiv

Dual-Latent Memory Routing for Vision-Language Reasoning2609.05539v1 · Hao-Xuan Ma, Jin-Fei Qi, Yicheng Xiao et al.2026 · 0 citationsarXiv

Dynamo: Dynamic Skill-Tool Evolution for Vision-Language Agents2606.30185v1 · Yutao Sun, Yanting Miao, Hao-Xuan Ma et al.2026 · 0 citationsarXiv

REKEY: Metadata-Grounded Visual-Key Regeneration for Contamination-Resilient VQA Evaluation2606.20736v1 · Tengjie Lin, Yutao Sun, Jingwei Ni et al.2026 · 0 citationsarXiv

Dense Supervision, Sparse Updates: On the Sparsity and Geometry of On-Policy Distillation2606.13657v3 · Guo Yu, Wenlin Liu, Yulan Hu et al.2026 · 0 citationsarXiv

Career total: 7 works. 7 are in this corpus.

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