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Jia-Hui Cui

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#artificial intelligence Preprint Sep 2026

Toward Interpretable Multimodal Fusion: Heat Conduction Modeling for Hyperspectral and LiDAR Joint Classification

M2Heat is introduced, a physics-inspired framework that investigates multimodal fusion through the lens of heat conduction and indicates the potential of heat-conduction-guided neural operators for efficient and interpretable RS multimodal fusion.

Kan Wei, Jia-Hui Cui, Jing Yao et al. · 0 citations
Preprint Aug 2026

GRASP: Granularity-Aware Region Alignment and Semantic Prototype Learning for Fine-Grained Cross-Modal Understanding in Drone Views

The Granularity-Aware Region Alignment and Semantic Prototype (GRASP) learning framework is proposed, enhancing discriminative capability through two synergistic strategies, and Semantic Perturbation Enhanced Matching (SPEM), which leverages a foreground-purified Semantic Prototype Codebook to construct semantically pe...

Jia-Hui Cui, Yan Zhao, Kang-Ye Wei et al. · 0 citations
Preprint Aug 2026

Edge-Native Embodied Intelligence for Action-Aware Wireless Edge Networks

Embodied intelligence is shifting artificial intelligence from passive digital perception toward active physical interaction. However, foundation-model-enabled embodied agents face a fundamental tension between open-world cognition and resource-constrained deployment. On-device models are limited by computation, memory...

Yi-Ru Wang, Chuan'ao Jiang, Jia-Hui Cui et al. · 0 citations

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