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A task-oriented spatial graph structure learning method for traffic forecasting,

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2025 1

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MCST-Mamba: Multivariate Mamba-Based Model for Traffic Prediction

cs.LG · 2025-07-05 · reject · novelty 4.0

MCST-Mamba combines STAEformer-style adaptive embeddings with two Mamba blocks to jointly predict speed, flow, and occupancy, but its claimed state-of-the-art results rest on comparing aggregated multi-channel errors to single-channel baseline errors.

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  • MCST-Mamba: Multivariate Mamba-Based Model for Traffic Prediction cs.LG · 2025-07-05 · reject · none · ref 4

    MCST-Mamba combines STAEformer-style adaptive embeddings with two Mamba blocks to jointly predict speed, flow, and occupancy, but its claimed state-of-the-art results rest on comparing aggregated multi-channel errors to single-channel baseline errors.