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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Linliang Zhang

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2 papers indexed here

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Open access 2026

An Efficient Spike-Inspired Differential Attention Model for Traffic Flow Forecasting

Traffic flow forecasting is a fundamental task in intelligent transportation systems, and accurate multi-step prediction depends critically on effective modeling of both temporal dynamics and spatial dependencies within sensor networks. On the one hand, forecasting models must possess strong spatiotemporal interaction...

Lin-Liang Zhang, Xue-Ting Liang, Jin Li et al. · 0 citations
Aug 2026

TASG-VAD: Weakly Supervised Video Anomaly Detection via Temporal Variation Attention and Adaptive Saliency Guidance

To alleviate the model’s reliance on dominant anomalous segments, TASG-VAD introduces an Adaptive Saliency Guidance (ASG) strategy, which performs intra-video saliency ranking and dynamic masking to guide the model toward overlooked subtle anomalies.

Lihu Pan, Mingkai Hu, Lin-Liang Zhang et al. · 0 citations

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