Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting Jan 13, 2022 Graph Learning Graph Neural Network
Code Code Available 5 Contrastive Neural Processes for Self-Supervised Learning Oct 24, 2021 Contrastive Learning Data Augmentation
Code Code Available 5 Evolving Multi-Scale Normalization for Time Series Forecasting under Distribution Shifts Sep 29, 2024 Time Series Time Series Forecasting
Code Code Available 5 Multi-resolution Time-Series Transformer for Long-term Forecasting Nov 7, 2023 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 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 Ensembles of Localised Models for Time Series Forecasting Dec 30, 2020 Clustering Time Series
Code Code Available 5 FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting May 22, 2024 Time Series Time Series Forecasting
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 Copula Conformal Prediction for Multi-step Time Series Forecasting Dec 6, 2022 Conformal Prediction Prediction
Code Code Available 5 Neural Conformal Control for Time Series Forecasting Dec 24, 2024 Conformal Prediction Few-Shot Learning
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 Monash University, UEA, UCR Time Series Extrinsic Regression Archive Jun 19, 2020 Benchmarking Missing Values
Code Code Available 5 Multivariate Time Series Forecasting with Transfer Entropy Graph May 3, 2020 Causal Inference Decision Making
Code Code Available 5 FACTS: A Factored State-Space Framework For World Modelling Oct 28, 2024 Multivariate Time Series Forecasting State Space Models
Code Code Available 5 Correlated Time Series Self-Supervised Representation Learning via Spatiotemporal Bootstrapping Jun 12, 2023 Correlated Time Series Forecasting Representation Learning
Code Code Available 5 Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks May 24, 2020 Graph Learning Graph Neural Network
Code Code Available 5 Counterfactual Explanations for Time Series Forecasting Oct 12, 2023 counterfactual Time Series
Code Code Available 5 Conformal Time-series Forecasting Dec 1, 2021 Conformal Prediction Decision Making
Code Code Available 5 Monash Time Series Forecasting Archive May 14, 2021 Missing Values 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 An Accurate and Fully-Automated Ensemble Model for Weekly Time Series Forecasting Oct 16, 2020 Meta-Learning regression
Code Code Available 5 Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting Feb 17, 2022 Conformal Prediction Prediction Intervals
Code Code Available 5 CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting Jun 4, 2024 Dataset Condensation Time Series
Code Code Available 5 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 5 FDNet: Focal Decomposed Network for Efficient, Robust and Practical Time Series Forecasting Jun 19, 2023 Inductive Bias Time Series
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 FECAM: Frequency Enhanced Channel Attention Mechanism for Time Series Forecasting Dec 2, 2022 Time Series Time Series Analysis
Code Code Available 5 AtsPy: Automated Time Series Forecasting in Python May 14, 2020 Survey Time Series
Code Code Available 5 Few-Shot Forecasting of Time-Series with Heterogeneous Channels Apr 7, 2022 Classification Time Series
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 Mixture-of-Linear-Experts for Long-term Time Series Forecasting Dec 11, 2023 Mixture-of-Experts Time Series
Code Code Available 5 FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting May 7, 2025 Computational Efficiency Multivariate Time Series Forecasting
Code Code Available 5 MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process Download PDF Jan 15, 2024 Probabilistic Time Series Forecasting 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 Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Mar 21, 2017 Multivariate Time Series Forecasting Time Series
Code Code Available 5 First De-Trend then Attend: Rethinking Attention for Time-Series Forecasting Dec 15, 2022 Time Series Time Series Analysis
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 PeakWeather: MeteoSwiss Weather Station Measurements for Spatiotemporal Deep Learning Jun 16, 2025 Deep Learning Graph structure learning
Code Code Available 5 MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Dec 12, 2022 Decoder Graph Learning
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 MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation Sep 25, 2023 Multivariate Time Series Forecasting Time Series
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 Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models Mar 2, 2025 Time Series Forecasting Video Prediction
Code Code Available 5 Meta-learning framework with applications to zero-shot time-series forecasting Feb 7, 2020 Meta-Learning Time Series
Code Code Available 5 Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models Oct 12, 2024 AutoML Mamba
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 Deep Autoregressive Models with Spectral Attention Jul 13, 2021 Time Series Time Series Analysis
Code Code Available 5 Mamba or Transformer for Time Series Forecasting? Mixture of Universals (MoU) Is All You Need Aug 28, 2024 All Mamba
Code Code Available 5 