PrimeNet: Pre-Training for Irregular Multivariate Time Series Jun 26, 2023 Contrastive Learning Irregular Time Series
Code Code Available LETS Forecast: Learning Embedology for Time Series Forecasting Jun 6, 2025 Future prediction Time Series
Code Code Available CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting May 4, 2025 Time Series Time Series Forecasting
Code Code Available Automated Evolutionary Approach for the Design of Composite Machine Learning Pipelines Jun 26, 2021 BIG-bench Machine Learning Management
Code Code Available A Multi-view Multi-task Learning Framework for Multi-variate Time Series Forecasting Sep 2, 2021 Attribute Multi-Task Learning
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 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 KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series Forecasting Jun 10, 2025 Computational Efficiency Mamba
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 Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers May 22, 2024 Time Series Time Series Forecasting
Code Code Available AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting Feb 14, 2025 Multivariate Time Series Forecasting Representation Learning
Code Code Available Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective Feb 18, 2024 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 Integrating LSTMs and GNNs for COVID-19 Forecasting Jul 14, 2021 Time Series Time Series Analysis
Code Code Available Improved Online Conformal Prediction via Strongly Adaptive Online Learning Feb 15, 2023 Conformal Prediction image-classification
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 Inductive Graph Neural Networks for Spatiotemporal Kriging Jun 13, 2020 Graph Neural Network Time Series
Code Code Available Attention based Multi-Modal New Product Sales Time-series Forecasting Aug 23, 2020 Decoder New Product Sales Forecasting
Code Code Available Domain Adaptation for Time Series Forecasting via Attention Sharing Feb 13, 2021 Domain Adaptation 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 Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Dec 14, 2020 Decoder Multivariate Time Series Forecasting
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 Hierarchical Classification Auxiliary Network for Time Series Forecasting May 29, 2024 Classification Time Series
Code Code Available Attention as an RNN May 22, 2024 GPU Time Series
Code Code Available AtsPy: Automated Time Series Forecasting in Python May 14, 2020 Survey 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 Handling Concept Drift in Global Time Series Forecasting Apr 4, 2023 Time Series Time Series Forecasting
Code Code Available Counterfactual Explanations for Time Series Forecasting Oct 12, 2023 counterfactual Time Series
Code Code Available Graph Neural Networks for Improved El Niño Forecasting Dec 2, 2020 Deep Learning Multivariate 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 Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks Feb 22, 2022 Domain Adaptation 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 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 Generative Pretrained Hierarchical Transformer for Time Series Forecasting Feb 26, 2024 Few-Shot Learning 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 Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting May 30, 2023 Spatio-Temporal Forecasting Time Series Forecasting
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 Forecasting with Hyper-Trees May 13, 2024 Inductive Bias Time Series
Code Code Available ForecastPFN: Synthetically-Trained Zero-Shot Forecasting Nov 3, 2023 Bayesian Inference Time Series
Code Code Available Copula Conformal Prediction for Multi-step Time Series Forecasting Dec 6, 2022 Conformal Prediction Prediction
Code Code Available An Accurate and Fully-Automated Ensemble Model for Weekly Time Series Forecasting Oct 16, 2020 Meta-Learning regression
Code Code Available Multi-modal learning for geospatial vegetation forecasting Mar 28, 2023 Humanitarian Time Series
Code Code Available CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting Jun 4, 2024 Dataset Condensation Time Series
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 Forecasting with Deep Learning Feb 17, 2023 Deep Learning 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 Conformal Time-series Forecasting Dec 1, 2021 Conformal Prediction Decision Making
Code Code Available FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting May 7, 2025 Computational Efficiency Multivariate Time Series Forecasting
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