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Huu Dang Khoi Nguyen

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Conference Open access 2026

Spectrally-Regularized Graph Network with Disruption-Aware Training for Out-of-Distribution Robust Traffic Forecasting

SRGNet is proposed, a spectrally-regularized graph network combining three targeted innovations: spectral normalization on all weight matrices to bound the Lipschitz constant, disruption-aware training augmentation synthesizing incident-like flow drops, and stochastic depth creating an implicit ensemble.

Huu Dang Khoi Nguyen, T. Le · E3S Web of Conferences · 0 citations