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    56 repositories

    • APN

      Public
      [AAAI 2026 Oral] Rethinking Irregular Time Series Forecasting: A Simple yet Effective Baseline
      Python
      •1•45•2•0•Updated Apr 22, 2026Apr 22, 2026

    • Aurora

      Public
      [ICLR 2026] Aurora: Towards Universal Generative Multimodal Time Series Forecasting
      deep-learningtime-seriesfoundation-models
      deep-learningtime-seriesfoundation-models
      Python
      •4•45•0•0•Updated Apr 2, 2026Apr 2, 2026

    • DiffMM

      Public
      [AAAI 2026] DiffMM: Efficient Method for Accurate Noisy and Sparse Trajectory Map Matching via One Step Diffusion
      Python
      •0•3•0•0•Updated Mar 29, 2026Mar 29, 2026

    • MindTS

      Public
      Python
      •1•8•0•0•Updated Mar 24, 2026Mar 24, 2026

    • CoRA

      Public
      Python
      •0•5•1•0•Updated Mar 23, 2026Mar 23, 2026

    • DBLoss

      Public
      Python
      •
      MIT License
      •3•33•0•0•Updated Mar 12, 2026Mar 12, 2026

    • TSFM-Bench

      Public
      Python
      •
      Other
      •9•46•2•0•Updated Mar 10, 2026Mar 10, 2026

    • GCGNet

      Public
      [ICLR 2026] GCGNet: Graph-Consistent Generative Network for Time Series Forecasting with Exogenous Variables
      Python
      •
      MIT License
      •4•16•0•0•Updated Mar 10, 2026Mar 10, 2026

    • OpenTS

      Public
      HTML
      •0•3•0•0•Updated Mar 9, 2026Mar 9, 2026

    • DUET

      Public
      [KDD 2025 Most Influential Paper] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting
      deep-learningtime-seriestime-series-forecasting
      deep-learningtime-seriestime-series-forecasting
      Python
      •
      MIT License
      •34•268•1•0•Updated Mar 7, 2026Mar 7, 2026

    • ARROW

      Public
      Python
      •0•1•0•0•Updated Mar 1, 2026Mar 1, 2026

    • VoT

      Public
      Python
      •0•5•1•0•Updated Feb 26, 2026Feb 26, 2026

    • Waterlogformer

      Public
      [WSDM 2026] Waterlogformer: A Multimodal Model for Waterlogging Prediction
      Python
      •
      Apache License 2.0
      •0•2•0•0•Updated Feb 26, 2026Feb 26, 2026

    • SwiftTS

      Public
      Python
      •0•1•0•0•Updated Feb 25, 2026Feb 25, 2026

    • DAG

      Public
      Python
      •
      MIT License
      •2•23•1•1•Updated Jan 28, 2026Jan 28, 2026

    • DTAF

      Public
      [AAAI 2026] Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing
      Python
      •4•38•0•0•Updated Jan 27, 2026Jan 27, 2026

    • TimeMAR

      Public
      Python
      •0•4•0•0•Updated Jan 22, 2026Jan 22, 2026

    • FSDI

      Public
      [WWW 2026] FSDI: Frequency-Shaped Diffusion For Time-Series Imputation
      Python
      •0•2•0•0•Updated Jan 21, 2026Jan 21, 2026

    • SculptDrug

      Public
      0•4•1•0•Updated Jan 20, 2026Jan 20, 2026

    • CS4TS

      Public
      A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective
      1•36•0•0•Updated Jan 19, 2026Jan 19, 2026

    • TFB

      Public
      [PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
      benchmarkingdeep-learningtime-series
      benchmarkingdeep-learningtime-seriesstatistical-learningtime-series-forecastingmechine-learning
      Shell
      •
      MIT License
      •119•1.7k•13•6•Updated Jan 15, 2026Jan 15, 2026

    • AI4TS

      Public
      Python
      •
      Other
      •15•95•0•0•Updated Jan 9, 2026Jan 9, 2026

    • SRSNet

      Public
      [NeurIPS 2025 Spotlight] Enhancing Time Series Forecasting through Selective Representation Spaces: A Patch Perspective
      Python
      •
      MIT License
      •10•55•1•0•Updated Jan 6, 2026Jan 6, 2026

    • MoST

      Public
      Python
      •
      Apache License 2.0
      •0•0•0•0•Updated Jan 4, 2026Jan 4, 2026

    • CATCH

      Public
      [ICLR 2025] CATCH: Channel-Aware Multivariate Time Series Anomaly Detection via Frequency Patching
      deep-learningtime-seriesanomaly-detection
      deep-learningtime-seriesanomaly-detection
      Python
      •19•178•0•0•Updated Dec 30, 2025Dec 30, 2025

    • FinD3

      Public
      [CIKM 2025 Oral] FinD3: A Dual 3D State Space Model with Dynamic Hypergraph for Financial Stock Prediction
      Python
      •2•8•0•0•Updated Dec 1, 2025Dec 1, 2025

    • TAB

      Public
      [PVLDB 2025] TAB: Unified Benchmarking of Time Series Anomaly Detection Methods
      benchmarkdeep-learningtime-series
      benchmarkdeep-learningtime-seriesstatistical-learninganomaly-detectionfoundation-models
      Jupyter Notebook
      •14•127•3•0•Updated Nov 26, 2025Nov 26, 2025

    • LightGTS

      Public
      Python
      •11•61•5•0•Updated Nov 25, 2025Nov 25, 2025

    • CrossAD

      Public
      [NeurIPS 2025] CrossAD: Time Series Anomaly Detection with Cross-scale Associations and Cross-window Modeling
      Python
      •3•42•3•0•Updated Nov 2, 2025Nov 2, 2025

    • PaperList

      Public
      0•0•0•0•Updated Oct 20, 2025Oct 20, 2025
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