Understanding the Role of Textual Prompts in LLM for Time Series Forecasting: an Adapter View Nov 24, 2023 Anomaly Detection Few-Shot Learning
Code Code Available 5 GBT: Two-stage transformer framework for non-stationary time series forecasting Jul 17, 2023 Decoder regression
Code Code Available 5 Parameter Efficient Deep Probabilistic Forecasting Dec 6, 2021 Probabilistic Time Series Forecasting Time Series
Code Code Available 5 Handling Concept Drift in Global Time Series Forecasting Apr 4, 2023 Time Series Time Series Forecasting
Code Code Available 5 Non-Stationary Time Series Forecasting Based on Fourier Analysis and Cross Attention Mechanism May 11, 2025 Financial Analysis Time Series
Code Code Available 5 A spatio-temporal LSTM model to forecast across multiple temporal and spatial scales Aug 26, 2021 Missing Values Time Series Analysis
Code Code Available 5 Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Jul 6, 2020 Graph Generation Graph Neural Network
Code Code Available 5 Forecasting Sparse Movement Speed of Urban Road Networks with Nonstationary Temporal Matrix Factorization Mar 20, 2022 Missing Values Multivariate Time Series Forecasting
Code Code Available 5 PeakWeather: MeteoSwiss Weather Station Measurements for Spatiotemporal Deep Learning Jun 16, 2025 Deep Learning Graph structure learning
Code Code Available 5 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 5 Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs Apr 10, 2025 Multimodal Large Language Model Time Series
Code Code Available 5 Enhancing Battery Storage Energy Arbitrage with Deep Reinforcement Learning and Time-Series Forecasting Oct 25, 2024 Deep Reinforcement Learning Time Series
Code Code Available 5 NAST: Non-Autoregressive Spatial-Temporal Transformer for Time Series Forecasting Feb 10, 2021 Time Series Time Series Analysis
Code Code Available 5 A Multi-view Multi-task Learning Framework for Multi-variate Time Series Forecasting Sep 2, 2021 Attribute Multi-Task Learning
Code Code Available 5 Neural Conformal Control for Time Series Forecasting Dec 24, 2024 Conformal Prediction Few-Shot Learning
Code Code Available 5 Graph Neural Networks for Improved El Niño Forecasting Dec 2, 2020 Deep Learning Multivariate Time Series Forecasting
Code Code Available 5 Embedded feature selection in LSTM networks with multi-objective evolutionary ensemble learning for time series forecasting Dec 29, 2023 Attribute Ensemble Learning
Code Code Available 5 Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs Feb 17, 2022 Multivariate Time Series Forecasting Time Series
Code Code Available 5 Time series forecasting with Gaussian Processes needs priors Sep 17, 2020 Gaussian Processes Time Series
Code Code Available 5 HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting Feb 12, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available 5 Hierarchical Classification Auxiliary Network for Time Series Forecasting May 29, 2024 Classification Time Series
Code Code Available 5 Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting Feb 17, 2022 Conformal Prediction Prediction Intervals
Code Code Available 5 SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time Series Jun 25, 2024 Kolmogorov-Arnold Networks Time Series
Code Code Available 5 How Much Can Time-related Features Enhance Time Series Forecasting? Dec 2, 2024 Computational Efficiency Time Series
Code Code Available 5 Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic Data Jan 3, 2022 Graph Neural Network regression
Code Code Available 5 Inductive Graph Neural Networks for Spatiotemporal Kriging Jun 13, 2020 Graph Neural Network Time Series
Code Code Available 5 Improved Online Conformal Prediction via Strongly Adaptive Online Learning Feb 15, 2023 Conformal Prediction image-classification
Code Code Available 5 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 5 DEFM: Delay E mbedding based Forecast Machine for Time Series Forecasting by Spatiotemporal Information Transformation May 16, 2020 Time Series Time Series Analysis
Code Code Available 5 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 5 Multivariate Probabilistic Time Series Forecasting with Correlated Errors Feb 1, 2024 Computational Efficiency Probabilistic Time Series Forecasting
Code Code Available 5 EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task Apr 16, 2021 Crop Yield Prediction Earth Surface Forecasting
Code Code Available 5 CMoS: Rethinking Time Series Prediction Through the Lens of Chunk-wise Spatial Correlations May 25, 2025 Time Series Time Series Forecasting
Code Code Available 5 Multi-scale Transformer Pyramid Networks for Multivariate Time Series Forecasting Aug 23, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available 5 Multivariate Time Series Forecasting with Transfer Entropy Graph May 3, 2020 Causal Inference Decision Making
Code Code Available 5 CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting Jun 8, 2024 Attribute Mamba
Code Code Available 5 Dynamic Graph Learning-Neural Network for Multivariate Time Series Modeling Dec 6, 2021 Graph Learning Inductive Bias
Code Code Available 5 Interpretable Multivariate Time Series Forecasting with Temporal Attention Convolutional Neural Networks Jan 1, 2021 Multivariate Time Series Forecasting Time Series
Code Code Available 5 Client: Cross-variable Linear Integrated Enhanced Transformer for Multivariate Long-Term Time Series Forecasting May 30, 2023 Decoder Time Series
Code Code Available 5 Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Network Aug 31, 2023 Time Series Time Series Forecasting
Code Code Available 5 Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting Jan 13, 2022 Graph Learning Graph Neural Network
Code Code Available 5 Multi-Variate Time Series Forecasting on Variable Subsets Jun 25, 2022 Multivariate Time Series Forecasting Time Series
Code Code Available 5 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 5 MTBench: A Multimodal Time Series Benchmark for Temporal Reasoning and Question Answering Mar 21, 2025 Question Answering Time Series
Code Code Available 5 D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting Mar 26, 2024 Time Series Time Series Forecasting
Code Code Available 5 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 5 Superiority of Simplicity: A Lightweight Model for Network Device Workload Prediction Jul 7, 2020 CPU Time Series Analysis
Code Code Available 5 Do We Really Need Deep Learning Models for Time Series Forecasting? Jan 6, 2021 Deep Learning regression
Code Code Available 5 MSHyper: Multi-Scale Hypergraph Transformer for Long-Range Time Series Forecasting Jan 17, 2024 Time Series Time Series Forecasting
Code Code Available 5 Multi-horizon short-term load forecasting using hybrid of LSTM and modified split convolution Aug 15, 2023 Data Ablation Load Forecasting
Code Code Available 5 