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Zi-Jian Wang

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#machine learning Preprint Sep 2026

InfluenceField: A Differentiable Field with Interventionally Identifiable Causal Structure for Multimodal World Modeling

InfluenceField, an intervention-aware latent field inserted between the visual encoder and language decoder, is introduced, an intervention-aware latent field inserted between the visual encoder and language decoder that lifts patch features into a continuous spatial representation, propagates directed influence over m...

Zi-Hao Yang, Zi-Jian Wang, Zhi-Qiu Huang · 0 citations
#artificial intelligence Preprint Aug 2026

Pro-Router: Token-Aware Progressive Model Routing with Adaptive Edge-Cloud Collaboration for Efficient Multimodal LLM Inference

Pro-Router is proposed, a token-aware progressive model routing method with adaptive edge-cloud collaboration for efficient multimodal LLM inference and achieves the highest routing accuracy and improves routing speed by more than 10x.

Xin-Yuan Gui, Shao-Wen Wang, Sheng Sun et al. · 0 citations

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