PyPOTS: A Python Toolbox for Data Mining on Partially-Observed Time Series May 30, 2023 Anomaly Detection Classification
Code Code Available 5 Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators Jan 31, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available 5 Retrieval-Augmented Diffusion Models for Time Series Forecasting Oct 24, 2024 Denoising Retrieval
Code Code Available 5 A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection Jul 7, 2023 Anomaly Detection Imputation
Code Code Available 5 Context is Key: A Benchmark for Forecasting with Essential Textual Information Oct 24, 2024 Decision Making Time Series
Code Code Available 5 Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges Apr 24, 2024 Drug Design Inductive Bias
Code Code Available 5 How far are today's time-series models from real-world weather forecasting applications? Jun 20, 2024 Benchmarking Time Series
Code Code Available 5 KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series Forecasting Jun 10, 2025 Computational Efficiency Mamba
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 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 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 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 5 Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting Dec 11, 2024 Adversarial Attack Time Series
Code Code Available 5 AA-Forecast: Anomaly-Aware Forecast for Extreme Events Aug 21, 2022 Anomaly Forecasting Multivariate Time Series Forecasting
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 Interpretable Multivariate Time Series Forecasting Using Neural Fourier Transform May 22, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available 5 Adversarial Sparse Transformer for Time Series Forecasting Dec 1, 2020 Multivariate Time Series Forecasting Prediction
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 Interpretable Multivariate Time Series Forecasting with Temporal Attention Convolutional Neural Networks Jan 1, 2021 Multivariate Time Series Forecasting Time Series
Code Code Available 5 An Experimental Review on Deep Learning Architectures for Time Series Forecasting Mar 22, 2021 Deep Learning Time Series
Code Code Available 5 A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint Prediction Jan 31, 2024 Decoder Graph Learning
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 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 Inductive Graph Neural Networks for Spatiotemporal Kriging Jun 13, 2020 Graph Neural Network Time Series
Code Code Available 5 Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models Mar 2, 2025 Time Series Forecasting Video Prediction
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 Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks Feb 22, 2022 Domain Adaptation Time Series
Code Code Available 5 Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Dec 14, 2020 Decoder Multivariate Time Series Forecasting
Code Code Available 5 Adjusting for Autocorrelated Errors in Neural Networks for Time Series Jan 28, 2021 Time Series Time Series Analysis
Code Code Available 5 An Evaluation of Deep Learning Models for Stock Market Trend Prediction Aug 22, 2024 Denoising Time Series
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 Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities Feb 8, 2022 Domain Adaptation Graph Mining
Code Code Available 5 A Comprehensive Survey of Regression Based Loss Functions for Time Series Forecasting Nov 5, 2022 Anomaly Detection regression
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 How Much Can Time-related Features Enhance Time Series Forecasting? Dec 2, 2024 Computational Efficiency Time Series
Code Code Available 5 Instance-wise Graph-based Framework for Multivariate Time Series Forecasting Sep 14, 2021 Multivariate Time Series Forecasting Time Series
Code Code Available 5 Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting Feb 22, 2023 Time Series Time Series Analysis
Code Code Available 5 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 5 Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Nov 26, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available 5 Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting Feb 18, 2025 Disentanglement Time Series
Code Code Available 5 Hierarchical Classification Auxiliary Network for Time Series Forecasting May 29, 2024 Classification Time Series
Code Code Available 5 DiTEC-WDN: A Large-Scale Dataset of Hydraulic Scenarios across Multiple Water Distribution Networks Mar 21, 2025 Time Series Forecasting
Code Code Available 5 Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Jul 6, 2017 Decoder Multivariate Time Series Forecasting
Code Code Available 5 Discovering Predictable Latent Factors for Time Series Forecasting Mar 18, 2023 Time Series Time Series Forecasting
Code Code Available 5 Handling Concept Drift in Global Time Series Forecasting Apr 4, 2023 Time Series Time Series Forecasting
Code Code Available 5 auto-sktime: Automated Time Series Forecasting Dec 13, 2023 AutoML Bayesian Optimization
Code Code Available 5 DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging Load Feb 21, 2024 Denoising Load Forecasting
Code Code Available 5 An Analysis of Linear Time Series Forecasting Models Mar 21, 2024 Form regression
Code Code Available 5 Diffusion Auto-regressive Transformer for Effective Self-supervised Time Series Forecasting Oct 8, 2024 Decoder Denoising
Code Code Available 5 