Deconstructing Recurrence, Attention, and Gating: Investigating the transferability of Transformers and Gated Recurrent Neural Networks…
PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systemsby Bocheng Zeng, Qi Wang, Mengtao…
StreamEnsemble: Predictive Queries over Spatiotemporal Streaming Databy Anderson Chaves, Eduardo Ogasawara, Patrick Valduriez, Fabio PortoFirst…
Robust Traffic Forecasting against Spatial Shift over Yearsby Hongjun Wang, Jiyuan Chen, Tong Pan, Zheng…
STGformer: Efficient Spatiotemporal Graph Transformer for Traffic Forecastingby Hongjun Wang, Jiyuan Chen, Tong Pan, Zheng…
Single-shot reconstruction of three-dimensional morphology of biological cells in digital holographic microscopy using a physics-driven…
Latent Representation Learning for Multimodal Brain Activity Translationby Arman Afrasiyabi, Dhananjay Bhaskar, Erica L. Busch,…
HSTFL: A Heterogeneous Federated Learning Framework for Misaligned Spatiotemporal Forecastingby Shuowei Cai, Hao LiuFirst submitted…
Spatiotemporal Learning on Cell-embedded Graphsby Yuan Mi, Hao SunFirst submitted to arxiv on: 26 Sep…
Kriformer: A Novel Spatiotemporal Kriging Approach Based on Graph Transformersby Renbin Pan, Feng Xiao, Hegui…