Learning Spatio-Temporal Dynamics for Trajectory Recovery via Time-Aware Transformer
Fuente:
arXiv
Saved in:
| Main Authors: | Sun, Tian, Chen, Yuqi, Zheng, Baihua, Sun, Weiwei |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
PENGUIN: Enhancing Transformer with Periodic-Nested Group Attention for Long-term Time Series Forecasting
by: Sun, Tian, et al.
Published: (2025)
by: Sun, Tian, et al.
Published: (2025)
ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling
by: Chen, Yuqi, et al.
Published: (2024)
by: Chen, Yuqi, et al.
Published: (2024)
Trajectory Representation Learning on Road Networks and Grids with Spatio-Temporal Dynamics
by: Schestakov, Stefan, et al.
Published: (2024)
by: Schestakov, Stefan, et al.
Published: (2024)
Spatio-Temporal Trajectory Foundation Model - Recent Advances and Future Directions
by: Yang, Sean Bin, et al.
Published: (2025)
by: Yang, Sean Bin, et al.
Published: (2025)
Spatio-Temporal Graph Unlearning
by: Guo, Qiming, et al.
Published: (2025)
by: Guo, Qiming, et al.
Published: (2025)
PILOT-C: Physics-Informed Low-Distortion Optimal Trajectory Compression
by: Wu, Kefei, et al.
Published: (2025)
by: Wu, Kefei, et al.
Published: (2025)
Learning from Complexity: Exploring Dynamic Sample Pruning of Spatio-Temporal Training
by: Chen, Wei, et al.
Published: (2026)
by: Chen, Wei, et al.
Published: (2026)
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via
by: Liang, Yuanyuan, et al.
Published: (2025)
by: Liang, Yuanyuan, et al.
Published: (2025)
Spatio-Temporal Fluid Dynamics Modeling via Physical-Awareness and Parameter Diffusion Guidance
by: Wu, Hao, et al.
Published: (2024)
by: Wu, Hao, et al.
Published: (2024)
Nested Spatio-Temporal Time Series Forecasting
by: Ai, Yinghao, et al.
Published: (2026)
by: Ai, Yinghao, et al.
Published: (2026)
FedGRec: Dynamic Spatio-Temporal Federated Graph Learning for Secure and Efficient Cross-Border Recommendations
by: Tan, Zhizhong, et al.
Published: (2025)
by: Tan, Zhizhong, et al.
Published: (2025)
Learning with Calibration: Exploring Test-Time Computing of Spatio-Temporal Forecasting
by: Chen, Wei, et al.
Published: (2025)
by: Chen, Wei, et al.
Published: (2025)
Global Spatio-Temporal Fusion-based Traffic Prediction Algorithm with Anomaly Aware
by: Liu, Chaoqun, et al.
Published: (2024)
by: Liu, Chaoqun, et al.
Published: (2024)
FlowNet: Modeling Dynamic Spatio-Temporal Systems via Flow Propagation
by: Feng, Yutong, et al.
Published: (2025)
by: Feng, Yutong, et al.
Published: (2025)
Neighbourhood Transformer: Switchable Attention for Monophily-Aware Graph Learning
by: Luo, Yi, et al.
Published: (2026)
by: Luo, Yi, et al.
Published: (2026)
Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction
by: Ji, Jiahao, et al.
Published: (2022)
by: Ji, Jiahao, et al.
Published: (2022)
Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach
by: Liu, Qingxiang, et al.
Published: (2024)
by: Liu, Qingxiang, et al.
Published: (2024)
STRelay: A Universal Spatio-Temporal Relaying Framework for Location Prediction over Human Trajectory Data
by: Deng, Bangchao, et al.
Published: (2025)
by: Deng, Bangchao, et al.
Published: (2025)
Generalizable Trajectory Prediction via Inverse Reinforcement Learning with Mamba-Graph Architecture
by: Li, Wenyun, et al.
Published: (2025)
by: Li, Wenyun, et al.
Published: (2025)
ASTER: Adaptive Spatio-Temporal Early Decision Model for Dynamic Resource Allocation
by: Chen, Shulun, et al.
Published: (2025)
by: Chen, Shulun, et al.
Published: (2025)
Transformation & Translation Occupancy Grid Mapping: 2-Dimensional Deep Learning Refined SLAM
by: Davies, Leon, et al.
Published: (2025)
by: Davies, Leon, et al.
Published: (2025)
Saliency-Aware Regularized Quantization Calibration for Large Language Models
by: Zhao, Yanlong, et al.
Published: (2026)
by: Zhao, Yanlong, et al.
Published: (2026)
Rethinking Spatio-Temporal Transformer for Traffic Prediction:Multi-level Multi-view Augmented Learning Framework
by: Lin, Jiaqi, et al.
Published: (2024)
by: Lin, Jiaqi, et al.
Published: (2024)
Cascade-Aware Multi-Agent Routing: Spatio-Temporal Sidecars and Geometry-Switching
by: Di Gioia, Davide
Published: (2026)
by: Di Gioia, Davide
Published: (2026)
Parking Availability Prediction via Fusing Multi-Source Data with A Self-Supervised Learning Enhanced Spatio-Temporal Inverted Transformer
by: Huang, Yin, et al.
Published: (2025)
by: Huang, Yin, et al.
Published: (2025)
Prompt-Based Spatio-Temporal Graph Transfer Learning
by: Hu, Junfeng, et al.
Published: (2024)
by: Hu, Junfeng, et al.
Published: (2024)
Community-Aware Temporal Walks: Parameter-Free Representation Learning on Continuous-Time Dynamic Graphs
by: Yu, He, et al.
Published: (2025)
by: Yu, He, et al.
Published: (2025)
GeoMAE: Masking Representation Learning for Spatio-Temporal Graph Forecasting with Missing Values
by: Ke, Songyu, et al.
Published: (2025)
by: Ke, Songyu, et al.
Published: (2025)
A Survey on Diffusion Models for Time Series and Spatio-Temporal Data
by: Yang, Yiyuan, et al.
Published: (2024)
by: Yang, Yiyuan, et al.
Published: (2024)
Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks
by: Lee, Minho, et al.
Published: (2024)
by: Lee, Minho, et al.
Published: (2024)
Securing Time in Energy IoT: A Clock-Dynamics-Aware Spatio-Temporal Graph Attention Network for Clock Drift Attacks and Y2K38 Failures
by: Jamshidi, Saeid, et al.
Published: (2026)
by: Jamshidi, Saeid, et al.
Published: (2026)
CAST-CKT: Chaos-Aware Spatio-Temporal and Cross-City Knowledge Transfer for Traffic Flow Prediction
by: Fofanah, Abdul Joseph, et al.
Published: (2026)
by: Fofanah, Abdul Joseph, et al.
Published: (2026)
STM3: Mixture of Multiscale Mamba for Long-Term Spatio-Temporal Time-Series Prediction
by: Chen, Haolong, et al.
Published: (2025)
by: Chen, Haolong, et al.
Published: (2025)
STX-Search: Explanation Search for Continuous Dynamic Spatio-Temporal Models
by: Anwar, Saif, et al.
Published: (2025)
by: Anwar, Saif, et al.
Published: (2025)
Equivariant Spatio-Temporal Attentive Graph Networks to Simulate Physical Dynamics
by: Wu, Liming, et al.
Published: (2024)
by: Wu, Liming, et al.
Published: (2024)
Deep Multi-View Channel-Wise Spatio-Temporal Network for Traffic Flow Prediction
by: Miao, Hao, et al.
Published: (2024)
by: Miao, Hao, et al.
Published: (2024)
X-VORTEX: Spatio-Temporal Contrastive Learning for Wake Vortex Trajectory Forecasting
by: Qu, Zhan, et al.
Published: (2026)
by: Qu, Zhan, et al.
Published: (2026)
RePST: Language Model Empowered Spatio-Temporal Forecasting via Semantic-Oriented Reprogramming
by: Wang, Hao, et al.
Published: (2024)
by: Wang, Hao, et al.
Published: (2024)
AFCL: Analytic Federated Continual Learning for Spatio-Temporal Invariance of Non-IID Data
by: Tang, Jianheng, et al.
Published: (2025)
by: Tang, Jianheng, et al.
Published: (2025)
Unraveling Spatio-Temporal Foundation Models via the Pipeline Lens: A Comprehensive Review
by: Fang, Yuchen, et al.
Published: (2025)
by: Fang, Yuchen, et al.
Published: (2025)
Similar Items
-
PENGUIN: Enhancing Transformer with Periodic-Nested Group Attention for Long-term Time Series Forecasting
by: Sun, Tian, et al.
Published: (2025) -
ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling
by: Chen, Yuqi, et al.
Published: (2024) -
Trajectory Representation Learning on Road Networks and Grids with Spatio-Temporal Dynamics
by: Schestakov, Stefan, et al.
Published: (2024) -
Spatio-Temporal Trajectory Foundation Model - Recent Advances and Future Directions
by: Yang, Sean Bin, et al.
Published: (2025) -
Spatio-Temporal Graph Unlearning
by: Guo, Qiming, et al.
Published: (2025)