Author

Zi-Qi Wang

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Preprint Sep 2026

Decompose Dynamics Before Learning Dependencies in Spatiotemporal Systems

Relations in networked spatiotemporal systems are often learned from observations that entangle dynamics governed by different mechanisms, obscuring what evolves locally and how it propagates across nodes. We introduce Component-Aware Network Dynamics with Ordered Relations (CANDOR), which decomposes local dynamics bef...

Zi-Qi Wang, Dao-Jiang Hu, Cheng Bao et al. · 0 citations

#artificial intelligence Preprint Aug 2025

Learning Intrinsic Water-Quality Dynamics with Rainfall for Data-Driven Forecasting

This work proposes RaiNet to jointly model multiscale water-quality dynamics and station-specific rainfall effects across relative lags and temporal scales and releases three real-world multimodal datasets comprising over 150,000 temporally aligned water quality observations and gridded precipitation raster images.

Zi-Qi Wang, Hai-Liang Zhao, Cheng Bao et al. · 2 citations

#edge computing Preprint Sep 2026

Prediction-Robust Service Deployment with Capacity-Aware Edge Admission

This work proposes CAPSUM, a capacity-aware admission policy with an elastic specialization, CAPSUM-E, and implements an exact local offline dynamic program and compares against direct common-model baselines and documented source-derived adapters for EDP-A, OREO, and uEDC-L.

Hailiang Zhao, Zi-Qi Wang, Yi-Fei Zhang et al. · 0 citations