Jiahao Ling

Information-Adaptive Temporal Tokenization for Multivariate Time Series Forecasting under Heterogeneous Temporal Evidence

Jiahao Ling, Xuan Yang, Shimin Gong, Bo Gu

EAPformer: Entropy-Aware Patch Transformer for Multivariate Long-Term Time Series Forecasting

Jiahao Ling, Shimin Gong, Bo Gu

Multivariate long-term time series forecasting is pivotal across numerous domains, yet precise predictions require a differentiated assessment of historical time segments due to their varying influence on future trends. Patch-based Transformer frameworks show promise for capturing local temporal patterns. However, they face …

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Balancing supply and demand for ride-hailing: A preallocation hierarchical reinforcement learning approach

Jiahao Ling, Xiaohui Huang, Xiaofei Yang

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Integrating Graph Neural Networks with Multi-Agent Deep Reinforcement Learning for Dynamic V2X Communication

Bing-Kun Zheng, Haoyu Liang, Jiahao Ling, Shimin Gong et autres

In the rapidly evolving field of Internet of Vehicles technology, Cellular Vehicle-to-Everything (C-V2X) communication has garnered considerable attention due to its superior performance in terms of coverage, latency, and throughput. Efficient resource allocation in C-V2X networks is crucial for ensuring the transmission …

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Self-Assembled Borneol-Guanidine-Based Amphiphilic Polymers as an Efficient Antibiofilm Agent

Chuming Pang, Biao Li, Zishan Tu, Jiahao Ling et autres

Biofilm-associated infections remain a tremendous obstacle to the treatment of microbial infections globally. However, the poor penetrability to a dense extracellular polymeric substance matrix of traditional antibacterial agents limits their antibiofilm activity. Here, we show that nanoaggregates formed by self-assembly of amphiphilic …

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A local global attention based spatiotemporal network for traffic flow forecasting

Yuanchun Lan, Jiahao Ling, Xiaohui Huang, Junyang Wang et autres

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Research on the Influence of Inductively Coupled Wiring Methods on Oscillating Waves

Zhenyu Wu, Jiahao Ling, Hui Wang, Boya Fan et autres

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Effective credit assignment deep policy gradient multi-agent reinforcement learning for vehicle dispatch

Xiaohui Huang, Xiong Zhang, Jiahao Ling, Xuebo Cheng

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