AdaSTI: Conditional Diffusion Models with Adaptive Dependency Modeling for Spatio-Temporal Imputation
Fuente:
arXiv
Saved in:
| Main Authors: | Yang, Yubo, Zhu, Yichen, Jiang, Bo |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
CoSTI: Consistency Models for (a faster) Spatio-Temporal Imputation
by: Solís-García, Javier, et al.
Published: (2025)
by: Solís-García, Javier, et al.
Published: (2025)
STAMImputer: Spatio-Temporal Attention MoE for Traffic Data Imputation
by: Wang, Yiming, et al.
Published: (2025)
by: Wang, Yiming, 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)
MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation
by: Zhou, Jianping, et al.
Published: (2024)
by: Zhou, Jianping, et al.
Published: (2024)
FastSTI: A Fast Conditional Pseudo Numerical Diffusion Model for Spatio-temporal Traffic Data Imputation
by: Cheng, Shaokang, et al.
Published: (2024)
by: Cheng, Shaokang, et al.
Published: (2024)
PAST: A Primary-Auxiliary Spatio-Temporal Network for Traffic Time Series Imputation
by: Hu, Hanwen, et al.
Published: (2025)
by: Hu, Hanwen, et al.
Published: (2025)
Ada-Diffuser: Latent-Aware Adaptive Diffusion for Decision-Making
by: Feng, Fan, et al.
Published: (2026)
by: Feng, Fan, et al.
Published: (2026)
AdaGamma: State-Dependent Discounting for Temporal Adaptation in Reinforcement Learning
by: Wang, Yaomin, et al.
Published: (2026)
by: Wang, Yaomin, et al.
Published: (2026)
Filling the Missings: Spatiotemporal Data Imputation by Conditional Diffusion
by: He, Wenying, et al.
Published: (2025)
by: He, Wenying, et al.
Published: (2025)
AdaTKG: Adaptive Memory for Temporal Knowledge Graph Reasoning
by: Lee, Seunghan, et al.
Published: (2026)
by: Lee, Seunghan, et al.
Published: (2026)
GeoAda: Efficiently Finetune Geometric Diffusion Models with Equivariant Adapters
by: Zhao, Wanjia, et al.
Published: (2025)
by: Zhao, Wanjia, 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)
Spatial-Temporal Feedback Diffusion Guidance for Controlled Traffic Imputation
by: Mao, Xiaowei, et al.
Published: (2026)
by: Mao, Xiaowei, et al.
Published: (2026)
LSCD: Lomb-Scargle Conditioned Diffusion for Time series Imputation
by: Fons, Elizabeth, et al.
Published: (2025)
by: Fons, Elizabeth, et al.
Published: (2025)
Ada-TransGNN: An Air Quality Prediction Model Based On Adaptive Graph Convolutional Networks
by: Wang, Dan, et al.
Published: (2025)
by: Wang, Dan, et al.
Published: (2025)
Impugan: Learning Conditional Generative Models for Robust Data Imputation
by: Mahmud, Zalish, et al.
Published: (2025)
by: Mahmud, Zalish, et al.
Published: (2025)
SDA-GRIN for Adaptive Spatial-Temporal Multivariate Time Series Imputation
by: Eskandari, Amir, et al.
Published: (2024)
by: Eskandari, Amir, et al.
Published: (2024)
Decoupling Spatio-Temporal Prediction: When Lightweight Large Models Meet Adaptive Hypergraphs
by: Chen, Jiawen, et al.
Published: (2025)
by: Chen, Jiawen, et al.
Published: (2025)
stMCDI: Masked Conditional Diffusion Model with Graph Neural Network for Spatial Transcriptomics Data Imputation
by: Li, Xiaoyu, et al.
Published: (2024)
by: Li, Xiaoyu, et al.
Published: (2024)
SSD-TS: Exploring the Potential of Linear State Space Models for Diffusion Models in Time Series Imputation
by: Gao, Hongfan, et al.
Published: (2024)
by: Gao, Hongfan, et al.
Published: (2024)
AdaFlow: Imitation Learning with Variance-Adaptive Flow-Based Policies
by: Hu, Xixi, et al.
Published: (2024)
by: Hu, Xixi, 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)
Automated Spatio-Temporal Weather Modeling for Load Forecasting
by: Keisler, Julie, et al.
Published: (2024)
by: Keisler, Julie, et al.
Published: (2024)
STORM: A Spatio-Temporal Factor Model Based on Dual Vector Quantized Variational Autoencoders for Financial Trading
by: Zhao, Yilei, et al.
Published: (2024)
by: Zhao, Yilei, et al.
Published: (2024)
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)
Federated Markov Imputation: Privacy-Preserving Temporal Imputation in Multi-Centric ICU Environments
by: Düsing, Christoph, et al.
Published: (2025)
by: Düsing, Christoph, et al.
Published: (2025)
Towards Climate Variable Prediction with Conditioned Spatio-Temporal Normalizing Flows
by: Winkler, Christina, et al.
Published: (2023)
by: Winkler, Christina, et al.
Published: (2023)
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)
UltraSTF: Ultra-Compact Model for Large-Scale Spatio-Temporal Forecasting
by: Yeh, Chin-Chia Michael, et al.
Published: (2025)
by: Yeh, Chin-Chia Michael, et al.
Published: (2025)
UrbanFM: Scaling Urban Spatio-Temporal Foundation Models
by: Chen, Wei, et al.
Published: (2026)
by: Chen, Wei, et al.
Published: (2026)
AdaReasoner: Adaptive Reasoning Enables More Flexible Thinking in Large Language Models
by: Wang, Xiangqi, et al.
Published: (2025)
by: Wang, Xiangqi, et al.
Published: (2025)
AdaProb: Efficient Machine Unlearning via Adaptive Probability
by: Zhao, Zihao, et al.
Published: (2024)
by: Zhao, Zihao, et al.
Published: (2024)
STLDM: Spatio-Temporal Latent Diffusion Model for Precipitation Nowcasting
by: Foo, Shi Quan, et al.
Published: (2025)
by: Foo, Shi Quan, et al.
Published: (2025)
Adaptive Path Integral Diffusion: AdaPID
by: Chertkov, Michael, et al.
Published: (2025)
by: Chertkov, Michael, et al.
Published: (2025)
No Black Box Anymore: Demystifying Clinical Predictive Modeling with Temporal-Feature Cross Attention Mechanism
by: Li, Yubo, et al.
Published: (2025)
by: Li, Yubo, et al.
Published: (2025)
DiffImpute: Tabular Data Imputation With Denoising Diffusion Probabilistic Model
by: Wen, Yizhu, et al.
Published: (2024)
by: Wen, Yizhu, et al.
Published: (2024)
Latent Space Score-based Diffusion Model for Probabilistic Multivariate Time Series Imputation
by: Liang, Guojun, et al.
Published: (2024)
by: Liang, Guojun, et al.
Published: (2024)
GSTM-HMU: Generative Spatio-Temporal Modeling for Human Mobility Understanding
by: Luo, Wenying, et al.
Published: (2025)
by: Luo, Wenying, 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)
Hierarchical Spatio-Temporal State-Space Modeling for fMRI Analysis
by: Wei, Yuxiang, et al.
Published: (2024)
by: Wei, Yuxiang, et al.
Published: (2024)
Similar Items
-
CoSTI: Consistency Models for (a faster) Spatio-Temporal Imputation
by: Solís-García, Javier, et al.
Published: (2025) -
STAMImputer: Spatio-Temporal Attention MoE for Traffic Data Imputation
by: Wang, Yiming, et al.
Published: (2025) -
A Survey on Diffusion Models for Time Series and Spatio-Temporal Data
by: Yang, Yiyuan, et al.
Published: (2024) -
MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation
by: Zhou, Jianping, et al.
Published: (2024) -
FastSTI: A Fast Conditional Pseudo Numerical Diffusion Model for Spatio-temporal Traffic Data Imputation
by: Cheng, Shaokang, et al.
Published: (2024)