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Yen-Chen Liu

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Preprint Aug 2026

Social Graph Mamba: Forecasting Pedestrian Movements Based on Social Context

Social Graph Mamba is proposed, a novel architecture that replaces attention-based social reasoning with Selective State Space Models (SSMs) operating on dynamically constructed interaction graphs that demonstrate competitive performance with linear sequence complexity compared to quadratic attention-based methods.

H. Nguyen, Yen-Chen Liu · 0 citations