most citedSTGDPM:Vessel Trajectory Prediction with Spatio-Temporal Graph Diffusion Probabilistic Model

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cs.LG2026

M3-Former: Multimodal Transformer with Mixture-of-Experts for Long-Term Vessel Trajectory Prediction

Wenzhe Jin, Haina Tang

To address the challenges of behavioral multimodality, limited semantic utilization, and long-term error accumulation in vessel trajectory prediction, this paper proposes M3-Former…

cs.LG2026

VLBM: Variational Latent Basis Modeling for OOD Robust Multivariate Time Series Forecasting

Xudong Zhang, Jierui Lei, Jiacheng Li +3

Out of distribution (OOD) events in multivariate time series forecasting are rare but often dominate real world risk, making average case forecasting insufficient for reliable depl…