Interpretable Multivariate Time Series Forecasting with Temporal Attention Convolutional Neural Networks Jan 1, 2021 Multivariate Time Series Forecasting Time Series
Code Code Available Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Network Aug 31, 2023 Time Series Time Series Forecasting
Code Code Available Instance-wise Graph-based Framework for Multivariate Time Series Forecasting Sep 14, 2021 Multivariate Time Series Forecasting Time Series
Code Code Available Contrastive Neural Processes for Self-Supervised Learning Oct 24, 2021 Contrastive Learning Data Augmentation
Code Code Available Inductive Graph Neural Networks for Spatiotemporal Kriging Jun 13, 2020 Graph Neural Network Time Series
Code Code Available Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Dec 14, 2020 Decoder Multivariate Time Series Forecasting
Code Code Available Integrating LSTMs and GNNs for COVID-19 Forecasting Jul 14, 2021 Time Series Time Series Analysis
Code Code Available Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks Feb 22, 2022 Domain Adaptation Time Series
Code Code Available How Much Can Time-related Features Enhance Time Series Forecasting? Dec 2, 2024 Computational Efficiency Time Series
Code Code Available Copula Conformal Prediction for Multi-step Time Series Forecasting Dec 6, 2022 Conformal Prediction Prediction
Code Code Available ImageFlowNet: Forecasting Multiscale Image-Level Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images Jun 20, 2024 Decision Making Medical Image Analysis
Code Code Available Hierarchical Classification Auxiliary Network for Time Series Forecasting May 29, 2024 Classification Time Series
Code Code Available Improved Online Conformal Prediction via Strongly Adaptive Online Learning Feb 15, 2023 Conformal Prediction image-classification
Code Code Available Large Language Models for Financial Aid in Financial Time-series Forecasting Oct 24, 2024 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 Graph Neural Controlled Differential Equations for Traffic Forecasting Dec 7, 2021 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks May 24, 2020 Graph Learning Graph Neural Network
Code Code Available Counterfactual Explanations for Time Series Forecasting Oct 12, 2023 counterfactual Time Series
Code Code Available Conformal Time-series Forecasting Dec 1, 2021 Conformal Prediction Decision Making
Code Code Available Graph-based Time Series Clustering for End-to-End Hierarchical Forecasting May 30, 2023 Clustering Time Series
Code Code Available Handling Concept Drift in Global Time Series Forecasting Apr 4, 2023 Time Series Time Series Forecasting
Code Code Available An Accurate and Fully-Automated Ensemble Model for Weekly Time Series Forecasting Oct 16, 2020 Meta-Learning regression
Code Code Available CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting Jun 4, 2024 Dataset Condensation Time Series
Code Code Available CrossLinear: Plug-and-Play Cross-Correlation Embedding for Time Series Forecasting with Exogenous Variables May 29, 2025 Time Series Time Series Forecasting
Code Code Available A Statistics and Deep Learning Hybrid Method for Multivariate Time Series Forecasting and Mortality Modeling Dec 16, 2021 Multivariate Time Series Forecasting Prediction Intervals
Code Code Available Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting Jun 28, 2022 Graph Neural Network Multivariate Time Series Forecasting
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 HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting Feb 12, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available AtsPy: Automated Time Series Forecasting in Python May 14, 2020 Survey Time Series
Code Code Available LightCTS: A Lightweight Framework for Correlated Time Series Forecasting Feb 23, 2023 Computational Efficiency Correlated Time Series Forecasting
Code Code Available GBT: Two-stage transformer framework for non-stationary time series forecasting Jul 17, 2023 Decoder regression
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 Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts Nov 5, 2021 Time Series Time Series Analysis
Code Code Available Long-Range Transformers for Dynamic Spatiotemporal Forecasting Sep 24, 2021 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 A spatio-temporal LSTM model to forecast across multiple temporal and spatial scales Aug 26, 2021 Missing Values Time Series Analysis
Code Code Available FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Jan 23, 2025 Diversity Multivariate Time Series Forecasting
Code Code Available CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting May 20, 2023 Time Series 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 Mamba time series forecasting with uncertainty quantification Mar 13, 2025 Mamba Probabilistic Time Series Forecasting
Code Code Available MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Dec 12, 2022 Decoder Graph Learning
Code Code Available MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation Sep 25, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available FrAug: Frequency Domain Augmentation for Time Series Forecasting Feb 18, 2023 Anomaly Detection Data Augmentation
Code Code Available FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts Jan 25, 2025 Mixture-of-Experts Prediction
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 Deep Adaptive Input Normalization for Time Series Forecasting Feb 21, 2019 Load Forecasting Time Series
Code Code Available Multi-modal learning for geospatial vegetation forecasting Mar 28, 2023 Humanitarian 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 Deep Autoregressive Models with Spectral Attention Jul 13, 2021 Time Series Time Series Analysis
Code Code Available Forecasting with Deep Learning Feb 17, 2023 Deep Learning Time Series
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