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@visual-xai-for-time-series Visual Explainable AI for Time Series

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    10 repositories

    • dense-time-series-attributions

      Public
      Code Repository for "Interactive dense pixel visualizations for time series and model attribution explanations"
      Python
      •
      MIT License
      •0•3•0•2•Updated Mar 6, 2025Mar 6, 2025

    • base-models-and-datasets

      Public
      Base models which are used in all applications and projects
      Python
      •
      MIT License
      •0•0•0•0•Updated Oct 17, 2024Oct 17, 2024

    • interactive-counterfactuals-for-time-series

      Public
      Code Repository for "Interactive Counterfactual Generation for Univariate Time Series"
      Python
      •
      MIT License
      •0•1•0•0•Updated Oct 15, 2024Oct 15, 2024

    • .github

      Public
      0•0•0•0•Updated Sep 9, 2024Sep 9, 2024

    • visual-explanations-on-time-series

      Public
      Code Repository for "Visual Explanations with Attributions and Counterfactuals on Time Series Classification"
      MIT License
      •0•1•0•0•Updated Apr 15, 2024Apr 15, 2024

    • sequence-dreaming

      Public
      Code Repository for "Finding the Deep Dream for Time Series: Activation Maximization for Univariate Time Series"
      MIT License
      •0•1•0•0•Updated Mar 14, 2024Mar 14, 2024

    • attribution-stability-indicator

      Public
      Code and result repository for "Introducing the Attribution Stability Indicator: a Measure for Time Series XAI Attributions"
      Jupyter Notebook
      •
      MIT License
      •0•1•0•0•Updated Sep 11, 2023Sep 11, 2023

    • time-series-xai-perturbation-analysis

      Public
      Code and result repository for "A Deep Dive into Perturbations as Evaluation Technique for Time Series XAI"
      HTML
      •
      MIT License
      •0•4•0•0•Updated Aug 11, 2023Aug 11, 2023

    • counterfactual-explanations-for-time-series

      Public
      Implementation Repository for Counterfactual Explanation Algorithms for Time Series
      Python
      •
      MIT License
      •0•1•0•0•Updated Aug 11, 2023Aug 11, 2023

    • ts-mule

      Public
      Code Repository for "Local Interpretable Model-Agnostic Explanations For Time Series Forecast Models"
      Python
      •1•1•0•0•Updated Sep 15, 2021Sep 15, 2021
    0