Research graph
References from DDPR: Dual-deformable path reconfiguration for multivariate time series forecasting. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
External reference
10.3115/v1/d14-1179
10.3115/v1/d14-1179 · External reference
Unresolved reference
External reference
Long short-term memory
2012 · External reference
Enhancing road traffic flow prediction with improved deep learning using wavelet transforms
10.1016/j.rineng.2024.102342 · 2024 · External reference
TimeFilter: Patch-specific spatial-temporal graph filtration for time series forecasting
2025 · External reference
Categorical reparameterization with Gumbel-Softmax
2017 · External reference
Unresolved reference
External reference
SCINet: Time series modeling and forecasting with sample convolution and interaction
10.52202/068431-0421 · 2022 · External reference
Unresolved reference
External reference
Non-stationary transformers: Exploring the stationarity in time series forecasting
10.52202/068431-0718 · 2022 · External reference
Timecapsule: Solving the jigsaw puzzle of long-term time series forecasting with compressed predictive representations
2025 · External reference
The concrete distribution: A continuous relaxation of discrete random variables
2017 · External reference
Learning latent permutations with Gumbel-Sinkhorn networks
2018 · External reference
Scaling transformer neural networks for skillful and reliable medium-range weather forecasting
10.52202/079017-2196 · 2024 · External reference
A time series is worth 64 words: Long-term forecasting with transformers
2023 · External reference
Effective attention model for global sea surface temperature prediction
10.1016/j.eswa.2024.124411 · 2024 · External reference
A fundamental diagram based hybrid framework for traffic flow estimation and prediction by combining a markovian model with deep learning
10.1016/j.eswa.2023.122219 · 2024 · External reference
Electricity consumption forecasting for sustainable smart cities using machine learning methods
10.1016/j.iot.2024.101322 · 2024 · External reference
DUET: Dual clustering enhanced multivariate time series forecasting
2025 · External reference
Deep learning-based forecasting of electricity consumption
10.1038/s41598-024-56602-4 · 2024 · External reference
Unresolved reference
External reference
TimesNet: Temporal 2d-variation modeling for general time series analysis
2023 · External reference
Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting
2021 · External reference
Revitalizing multivariate time series forecasting: learnable decomposition with inter-series dependencies and intra-series variations modeling
2024 · External reference
Are transformers effective for time series forecasting?
2023 · External reference
Crossformer: Transformer utilizing cross-dimension dependency for multivariate time series forecasting
2023 · External reference
FEDformer: Frequency enhanced decomposed transformer for long-term series forecasting
2022 · External reference
A fundamental diagram based hybrid framework for traffic flow estimation and prediction by combining a markovian model with deep learning
10.1016/j.eswa.2023.122219 · ExternalCitation · doi-reference
Effective attention model for global sea surface temperature prediction
10.1016/j.eswa.2024.124411 · ExternalCitation · doi-reference
Electricity consumption forecasting for sustainable smart cities using machine learning methods
10.1016/j.iot.2024.101322 · ExternalCitation · doi-reference
Enhancing road traffic flow prediction with improved deep learning using wavelet transforms
10.1016/j.rineng.2024.102342 · ExternalCitation · doi-reference
Deep learning-based forecasting of electricity consumption
10.1038/s41598-024-56602-4 · ExternalCitation · doi-reference
10.3115/v1/d14-1179
10.3115/v1/d14-1179 · ExternalCitation · doi-reference
SCINet: Time series modeling and forecasting with sample convolution and interaction
10.52202/068431-0421 · ExternalCitation · doi-reference
Non-stationary transformers: Exploring the stationarity in time series forecasting
10.52202/068431-0718 · ExternalCitation · doi-reference
Scaling transformer neural networks for skillful and reliable medium-range weather forecasting
10.52202/079017-2196 · ExternalCitation · doi-reference
