Discovering Predictable Latent Factors for Time Series Forecasting Mar 18, 2023 Time Series Time Series Forecasting
Code Code Available Multi-resolution Time-Series Transformer for Long-term Forecasting Nov 7, 2023 Time Series Time Series Forecasting
Code Code Available Graph Neural Networks for Improved El Niño Forecasting Dec 2, 2020 Deep Learning Multivariate Time Series Forecasting
Code Code Available Multi-scale Transformer Pyramid Networks for Multivariate Time Series Forecasting Aug 23, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting Feb 18, 2025 Disentanglement Time Series
Code Code Available Multivariate Time Series Forecasting with Transfer Entropy Graph May 3, 2020 Causal Inference Decision Making
Code Code Available Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs Feb 17, 2022 Multivariate Time Series Forecasting Time Series
Code Code Available Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic Data Jan 3, 2022 Graph Neural Network regression
Code Code Available A spatio-temporal LSTM model to forecast across multiple temporal and spatial scales Aug 26, 2021 Missing Values Time Series Analysis
Code Code Available Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting May 30, 2023 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Jul 6, 2017 Decoder Multivariate Time Series Forecasting
Code Code Available Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Jul 6, 2020 Graph Generation Graph Neural Network
Code Code Available Discrete Graph Structure Learning for Forecasting Multiple Time Series Jan 18, 2021 Graph structure learning Time Series
Code Code Available A Multi-view Multi-task Learning Framework for Multi-variate Time Series Forecasting Sep 2, 2021 Attribute Multi-Task Learning
Code Code Available Graph-based Time Series Clustering for End-to-End Hierarchical Forecasting May 30, 2023 Clustering Time Series
Code Code Available Hierarchical Classification Auxiliary Network for Time Series Forecasting May 29, 2024 Classification Time Series
Code Code Available Integrating LSTMs and GNNs for COVID-19 Forecasting Jul 14, 2021 Time Series Time Series Analysis
Code Code Available TS2Vec: Towards Universal Representation of Time Series Jun 19, 2021 Anomaly Detection Contrastive Learning
Code Code Available GBT: Two-stage transformer framework for non-stationary time series forecasting Jul 17, 2023 Decoder regression
Code Code Available PeakWeather: MeteoSwiss Weather Station Measurements for Spatiotemporal Deep Learning Jun 16, 2025 Deep Learning Graph structure learning
Code Code Available Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations May 1, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available Generative Pretrained Hierarchical Transformer for Time Series Forecasting Feb 26, 2024 Few-Shot Learning Time Series
Code Code Available Practical Forecasting of Cryptocoins Timeseries using Correlation Patterns Sep 5, 2024 Time Series Time Series Forecasting
Code Code Available Prediction of the Position of External Markers Using a Recurrent Neural Network Trained With Unbiased Online Recurrent Optimization for Safe Lung Cancer Radiotherapy Jun 2, 2021 Multivariate Time Series Forecasting Position
Code Code Available FrAug: Frequency Domain Augmentation for Time Series Forecasting Feb 18, 2023 Anomaly Detection Data Augmentation
Code Code Available FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Jan 23, 2025 Diversity Multivariate Time Series Forecasting
Code Code Available ForecastPFN: Synthetically-Trained Zero-Shot Forecasting Nov 3, 2023 Bayesian Inference Time Series
Code Code Available Diffusion Auto-regressive Transformer for Effective Self-supervised Time Series Forecasting Oct 8, 2024 Decoder Denoising
Code Code Available Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting Sep 10, 2020 Time Series Time Series Analysis
Code Code Available Deep Switching State Space Model (DS^3M) for Nonlinear Time Series Forecasting with Regime Switching Jun 4, 2021 Time Series Time Series Analysis
Code Code Available FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts Jan 25, 2025 Mixture-of-Experts Prediction
Code Code Available Multi-modal learning for geospatial vegetation forecasting Mar 28, 2023 Humanitarian Time Series
Code Code Available FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities Oct 30, 2024 Irregular Time Series Missing Values
Code Code Available Forecasting with Deep Learning Feb 17, 2023 Deep Learning Time Series
Code Code Available First De-Trend then Attend: Rethinking Attention for Time-Series Forecasting Dec 15, 2022 Time Series Time Series Analysis
Code Code Available CMoS: Rethinking Time Series Prediction Through the Lens of Chunk-wise Spatial Correlations May 25, 2025 Time Series Time Series Forecasting
Code Code Available DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting Jun 11, 2024 Time Series Time Series Forecasting
Code Code Available Forecasting with Hyper-Trees May 13, 2024 Inductive Bias Time Series
Code Code Available auto-sktime: Automated Time Series Forecasting Dec 13, 2023 AutoML Bayesian Optimization
Code Code Available ReFocus: Reinforcing Mid-Frequency and Key-Frequency Modeling for Multivariate Time Series Forecasting Feb 24, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting Jun 8, 2024 Attribute Mamba
Code Code Available Client: Cross-variable Linear Integrated Enhanced Transformer for Multivariate Long-Term Time Series Forecasting May 30, 2023 Decoder Time Series
Code Code Available Financial time series forecasting with multi-modality graph neural network Jan 1, 2022 Graph Neural Network Time Series
Code Code Available ForecastNet: A Time-Variant Deep Feed-Forward Neural Network Architecture for Multi-Step-Ahead Time-Series Forecasting Feb 11, 2020 Deep Learning Time Series
Code Code Available Few-Shot Forecasting of Time-Series with Heterogeneous Channels Apr 7, 2022 Classification Time Series
Code Code Available Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution Shift Sep 29, 2021 Time Series Time Series Analysis
Code Code Available Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping May 18, 2023 Time Series Time Series Forecasting
Code Code Available FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting May 18, 2022 Deep Learning Dimensionality Reduction
Code Code Available FECAM: Frequency Enhanced Channel Attention Mechanism for Time Series Forecasting Dec 2, 2022 Time Series Time Series Analysis
Code Code Available FDNet: Focal Decomposed Network for Efficient, Robust and Practical Time Series Forecasting Jun 19, 2023 Inductive Bias Time Series
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