Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting Aug 10, 2022 Multivariate Time Series Forecasting Time Series
Code Code Available Learning Deep Time-index Models for Time Series Forecasting Jul 13, 2022 Inductive Bias Meta-Learning
Code Code Available Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective Sep 27, 2024 Time Series Time Series Forecasting
Code Code Available A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection Jul 7, 2023 Anomaly Detection Imputation
Code Code Available DeTPP: Leveraging Object Detection for Robust Long-Horizon Event Prediction Aug 23, 2024 Diversity Point Processes
Code Code Available Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dependencies and Intra-Series Variations Modeling Feb 20, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available xLSTMTime : Long-term Time Series Forecasting With xLSTM Jul 14, 2024 Time Series Time Series Forecasting
Code Code Available KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series Forecasting Jun 10, 2025 Computational Efficiency Mamba
Code Code Available K^2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting May 29, 2025 Decision Making Probabilistic Time Series Forecasting
Code Code Available Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal Narrative Feb 13, 2025 Imputation Time Series
Code Code Available Interpretable Multivariate Time Series Forecasting with Temporal Attention Convolutional Neural Networks Jan 1, 2021 Multivariate Time Series Forecasting Time Series
Code Code Available Interpretable Multivariate Time Series Forecasting Using Neural Fourier Transform May 22, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available An Open Source and Reproducible Implementation of LSTM and GRU Networks for Time Series Forecasting Jun 22, 2022 Time Series Time Series Analysis
Code Code Available Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting Dec 11, 2024 Adversarial Attack Time Series
Code Code Available AA-Forecast: Anomaly-Aware Forecast for Extreme Events Aug 21, 2022 Anomaly Forecasting Multivariate Time Series Forecasting
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 Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Dec 14, 2020 Decoder Multivariate Time Series Forecasting
Code Code Available Adversarial Sparse Transformer for Time Series Forecasting Dec 1, 2020 Multivariate Time Series Forecasting Prediction
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 Improved Online Conformal Prediction via Strongly Adaptive Online Learning Feb 15, 2023 Conformal Prediction image-classification
Code Code Available Inductive Graph Neural Networks for Spatiotemporal Kriging Jun 13, 2020 Graph Neural Network Time Series
Code Code Available Integrating LSTMs and GNNs for COVID-19 Forecasting Jul 14, 2021 Time Series Time Series Analysis
Code Code Available An Experimental Review on Deep Learning Architectures for Time Series Forecasting Mar 22, 2021 Deep Learning Time Series
Code Code Available Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks Feb 22, 2022 Domain Adaptation Time Series
Code Code Available A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint Prediction Jan 31, 2024 Decoder Graph Learning
Code Code Available Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting May 24, 2025 Time Series Time Series Forecasting
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 HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting Feb 12, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available Handling Concept Drift in Global Time Series Forecasting Apr 4, 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 Graph Neural Controlled Differential Equations for Traffic Forecasting Dec 7, 2021 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available Hierarchical Classification Auxiliary Network for Time Series Forecasting May 29, 2024 Classification Time Series
Code Code Available Adjusting for Autocorrelated Errors in Neural Networks for Time Series Jan 28, 2021 Time Series Time Series Analysis
Code Code Available An Evaluation of Deep Learning Models for Stock Market Trend Prediction Aug 22, 2024 Denoising Time Series
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 A Comprehensive Survey of Regression Based Loss Functions for Time Series Forecasting Nov 5, 2022 Anomaly Detection regression
Code Code Available Graph-based Time Series Clustering for End-to-End Hierarchical Forecasting May 30, 2023 Clustering Time Series
Code Code Available GBT: Two-stage transformer framework for non-stationary time series forecasting Jul 17, 2023 Decoder regression
Code Code Available Generative Pretrained Hierarchical Transformer for Time Series Forecasting Feb 26, 2024 Few-Shot Learning Time Series
Code Code Available A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective Feb 15, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available An Analysis of Linear Time Series Forecasting Models Mar 21, 2024 Form 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 FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Jan 23, 2025 Diversity Multivariate Time Series Forecasting
Code Code Available FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts Jan 25, 2025 Mixture-of-Experts Prediction
Code Code Available FrAug: Frequency Domain Augmentation for Time Series Forecasting Feb 18, 2023 Anomaly Detection Data Augmentation
Code Code Available auto-sktime: Automated Time Series Forecasting Dec 13, 2023 AutoML Bayesian Optimization
Code Code Available Unlocking the Potential of Deep Learning in Peak-Hour Series Forecasting Jul 4, 2023 Decoder 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 Autoregressive Moving-average Attention Mechanism for Time Series Forecasting Oct 4, 2024 Decoder Time Series
Code Code Available ForecastPFN: Synthetically-Trained Zero-Shot Forecasting Nov 3, 2023 Bayesian Inference Time Series
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