A hybrid method of Exponential Smoothing and Recurrent Neural Networks for time series forecasting Jul 18, 2019 Graph Neural Network Time Series
Code Code Available 5 A clustering approach to time series forecasting using neural networks: A comparative study on distance-based vs. feature-based clustering methods Jan 27, 2020 Anomaly Detection Clustering
Code Code Available 5 Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics Nov 19, 2018 Precipitation Forecasting Time Series Analysis
Code Code Available 5 Flow-based Spatio-Temporal Structured Prediction of Motion Dynamics Apr 9, 2021 motion prediction Prediction
Code Code Available 5 Flipped Classroom: Effective Teaching for Time Series Forecasting Oct 17, 2022 Time Series Time Series Analysis
Code Code Available 5 Asset Price Forecasting using Recurrent Neural Networks Oct 10, 2020 Time Series Time Series Analysis
Code Code Available 5 Meta-learning and Data Augmentation for Stress Testing Forecasting Models Jun 24, 2024 Data Augmentation Meta-Learning
Code Code Available 5 Comparison of Deep learning models on time series forecasting : a case study of Dissolved Oxygen Prediction Nov 17, 2019 Deep Learning Small Data Image Classification
Code Code Available 5 MARLP: Time-series Forecasting Control for Agricultural Managed Aquifer Recharge Jul 1, 2024 Model Predictive Control Scheduling
Code Code Available 5 Mitigating Data Redundancy to Revitalize Transformer-based Long-Term Time Series Forecasting System Jul 16, 2022 Data Augmentation Decoder
Code Code Available 5 Minimal Time Series Transformer Mar 12, 2025 Time Series Time Series Forecasting
Code Code Available 5 Prediction of the motion of chest internal points using a recurrent neural network trained with real-time recurrent learning for latency compensation in lung cancer radiotherapy Jul 13, 2022 Image Registration Multivariate Time Series Forecasting
Code Code Available 5 Fine-Tuning a Time Series Foundation Model with Wasserstein Loss Sep 18, 2024 Time Series Time Series Forecasting
Code Code Available 5 Fine-grained Forecasting Models Via Gaussian Process Blurring Effect Dec 21, 2023 Denoising Image Generation
Code Code Available 5 Local Attention Mechanism: Boosting the Transformer Architecture for Long-Sequence Time Series Forecasting Oct 4, 2024 tensor algebra Time Series
Code Code Available 5 LLMs learn governing principles of dynamical systems, revealing an in-context neural scaling law Feb 1, 2024 Language Modeling Language Modelling
Code Code Available 5 LMS-AutoTSF: Learnable Multi-Scale Decomposition and Integrated Autocorrelation for Time Series Forecasting Dec 9, 2024 Time Series Time Series Forecasting
Code Code Available 5 Communication-Efficient Design of Learning System for Energy Demand Forecasting of Electrical Vehicles Sep 4, 2023 Demand Forecasting Federated Learning
Code Code Available 5 Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting Feb 11, 2025 Computational Efficiency Time Series Forecasting
Code Code Available 5 Leveraging External Factors in Household-Level Electrical Consumption Forecasting using Hypernetworks Jun 17, 2025 energy management Time Series Forecasting
Code Code Available 5 Less is more: Embracing sparsity and interpolation with Esiformer for time series forecasting Oct 8, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available 5 Few-shot human motion prediction for heterogeneous sensors Dec 22, 2022 Few-Shot Learning Human motion prediction
Code Code Available 5 Machine Learning vs Statistical Methods for Time Series Forecasting: Size Matters Sep 29, 2019 BIG-bench Machine Learning Time Series
Code Code Available 5 Combined Dynamic Virtual Spatiotemporal Graph Mapping for Traffic Prediction Oct 3, 2022 Time Series Time Series Analysis
Code Code Available 5 Balanced Graph Structure Learning for Multivariate Time Series Forecasting Jan 24, 2022 Graph Generation Graph Learning
Code Code Available 5 Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model May 13, 2025 Conformal Prediction Prediction
Code Code Available 5 Learning Informative Representation for Fairness-aware Multivariate Time-series Forecasting: A Group-based Perspective Jan 27, 2023 Fairness Multivariate Time Series Forecasting
Code Code Available 5 Feature-aligned N-BEATS with Sinkhorn divergence May 24, 2023 Domain Generalization Representation Learning
Code Code Available 5 FDF: Flexible Decoupled Framework for Time Series Forecasting with Conditional Denoising and Polynomial Modeling Oct 17, 2024 Decision Making Denoising
Code Code Available 5 Fast ES-RNN: A GPU Implementation of the ES-RNN Algorithm Jul 7, 2019 GPU Time Series
Code Code Available 5 A Capsule Network for Traffic Speed Prediction in Complex Road Networks Jul 23, 2018 Time Series Time Series Analysis
Code Code Available 5 Learning Dynamic Graphs from All Contextual Information for Accurate Point-of-Interest Visit Forecasting Jun 28, 2023 All Decision Making
Code Code Available 5 MAGMA: Inference and Prediction with Multi-Task Gaussian Processes Jul 21, 2020 Gaussian Processes Prediction
Code Code Available 5 Fairness in Forecasting of Observations of Linear Dynamical Systems Sep 12, 2022 Fairness Time Series
Code Code Available 5 GRATIS: GeneRAting TIme Series with diverse and controllable characteristics Mar 7, 2019 Benchmarking Clustering
Code Code Available 5 DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series Forecasting Aug 5, 2024 Position Sparse Learning
Code Code Available 5 Lag Selection for Univariate Time Series Forecasting using Deep Learning: An Empirical Study May 18, 2024 Time Series Time Series Forecasting
Code Code Available 5 Generalization capabilities and robustness of hybrid models grounded in physics compared to purely deep learning models Apr 27, 2024 Deep Learning Hybrid Machine Learning
Code Code Available 5 Koopman Ensembles for Probabilistic Time Series Forecasting Mar 11, 2024 Probabilistic Time Series Forecasting Time Series
Code Code Available 5 Introducing Spectral Attention for Long-Range Dependency in Time Series Forecasting Oct 28, 2024 Time Series Time Series Forecasting
Code Code Available 5 Explaining deep learning models for ozone pollution prediction via embedded feature selection Mar 21, 2024 feature selection Time Series
Code Code Available 5 Joint Graph Learning and Model Fitting in Laplacian Regularized Stratified Models May 4, 2023 Few-Shot Learning Graph Clustering
Code Code Available 5 Explainable Parallel RCNN with Novel Feature Representation for Time Series Forecasting May 8, 2023 Decoder Time Series
Code Code Available 5 Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting Mar 31, 2025 Anomaly Detection Multivariate Time Series Forecasting
Code Code Available 5 Large Scale Hierarchical Industrial Demand Time-Series Forecasting incorporating Sparsity Jul 2, 2024 Demand Forecasting Time Series
Code Code Available 5 Experimental study of time series forecasting methods for groundwater level prediction Sep 28, 2022 Management Time Series
Code Code Available 5 Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting Oct 3, 2024 Contrastive Learning Denoising
Code Code Available 5 Improving Neural Networks for Time Series Forecasting using Data Augmentation and AutoML Mar 2, 2021 AutoML BIG-bench Machine Learning
Code Code Available 5 Examining COVID-19 Forecasting using Spatio-Temporal Graph Neural Networks Jul 6, 2020 Graph Neural Network Time Series
Code Code Available 5 Indeterminate Probability Theory Mar 21, 2023 Classification Multivariate Time Series Forecasting
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