A list of (post-hoc) XAI for time series
☆193Aug 19, 2026Updated last month
Alternatives and similar repositories for Awesome-Time-Series-Explainability
Users that are interested in Awesome-Time-Series-Explainability are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Unified Model Interpretability Library for Time Series☆74May 18, 2026Updated 4 months ago
- An Open-Source Library for the interpretability of time series classifiers☆144Nov 19, 2025Updated 10 months ago
- ☆15Mar 8, 2023Updated 3 years ago
- [ICLR'24] Official PyTorch Implementation of ContraLSP☆32Apr 12, 2024Updated 2 years ago
- Implementation of the InterpretTime framework☆57Apr 13, 2023Updated 3 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ☆17Oct 9, 2026Updated last week
- SOTA Time Series Interpretability Library for PyTorch, from Supervised to Foundation Models☆13Aug 25, 2026Updated last month
- Official source code for Time is Not Enough: Time-Frequency based Explanation for Time-Series Black-Box Models☆14Dec 5, 2024Updated last year
- Jithsaavvy / Explaining-deep-learning-models-for-detecting-anomalies-in-time-series-data-RnD-projectThis research work focuses on comparing the existing approaches to explain the decisions of models trained using time-series data and pro…☆31Jul 30, 2022Updated 4 years ago
- Time series explainability via self-supervised model behavior consistency☆57Oct 22, 2023Updated 2 years ago
- Code for the ICLR'23 paper "Temporal Dependencies in Feature Importance for Time Series Prediction"☆25Mar 31, 2023Updated 3 years ago
- A model-agnostic framework for explaining time-series classifiers using Shapley values☆24Jan 18, 2024Updated 2 years ago
- This repository contains the implementation of Dynamask, a method to identify the features that are salient for a model to issue its pred…☆77May 31, 2022Updated 4 years ago
- [ICML 2025 Spotlight] Official PyTorch implementation of TIMING: Temporality-Aware Integrated Gradients for Time Series Explanation☆20Jan 22, 2026Updated 8 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ☆17Dec 11, 2022Updated 3 years ago
- Adapting LIME explanations for Time Series Data☆16Oct 31, 2024Updated last year
- Code from our paper "Template-guided Illumination Correction for Document Images with Imperfect Geometric Reconstruction " (ICCVW) 2023.☆29Feb 7, 2024Updated 2 years ago
- Implementing LRP (Layer-wise Relevance Propagation) for a sequence-to-sequence model with GRU layers.☆12Sep 8, 2023Updated 3 years ago
- This is an official pytorch implementation for paper "Learning Soft Sparse Shapes for Efficient Time-Series Classification" (ICML-25, Spo…☆24Jun 9, 2025Updated last year
- "TSEvo: Counterfactuals for Time Series Classification" accepted at ICMLA '22.☆15Dec 22, 2022Updated 3 years ago
- [ICML'24] Official PyTorch Implementation of TimeX++☆31Nov 6, 2024Updated last year
- Collection of research papers on time series explainability☆41Aug 23, 2026Updated last month
- This repository provides a summarization of recent empirical studies/human studies that measure human understanding with machine explanat…☆14Jul 24, 2024Updated 2 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- An up-to-date list of time-series related papers in AI venues.☆435Jun 15, 2024Updated 2 years ago
- [ACM CSUR] A curated list of papers on universal representation learning for time series.☆212Aug 16, 2026Updated 2 months ago
- A python NumPy implementation of the shapelet selection algorithm from the paper Ji et al., „A Fast Shapelet Selection Algorithm for Time…☆16Apr 27, 2022Updated 4 years ago
- ☆14Jun 24, 2024Updated 2 years ago
- Application of the LIME algorithm by Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin to the domain of time series classification☆95Feb 1, 2024Updated 2 years ago
- A PyTorch implementation of learning shapelets from the paper Grabocka et al., „Learning Time-Series Shapelets“.☆68Mar 3, 2022Updated 4 years ago
- LIME for TimeSeries enhances AI transparency by providing LIME-based interpretability tools for time series models. It offers insights in…☆14Mar 23, 2024Updated 2 years ago
- Tutorials and related talks given by the aeon community☆20Sep 19, 2026Updated 3 weeks ago
- ☆88Oct 7, 2021Updated 5 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Sequence classification in all-subsequence space☆11Aug 21, 2020Updated 6 years ago
- Glacier: Guided Locally Constrained Counterfactual Explanations for Time Series Classification (Machine Learning journal)☆12Mar 15, 2024Updated 2 years ago
- Counterfactual Explanations for Time Series Forecasting (ICDM 2023)☆16Feb 14, 2024Updated 2 years ago
- [TKDD 2023] AdaTime: A Benchmarking Suite for Domain Adaptation on Time Series Data☆241Jun 7, 2023Updated 3 years ago
- A professional list on Multi-Modalities For Time Series Analysis (MM4TSA) Papers and Resource.☆90Sep 30, 2025Updated last year
- ☆177Oct 9, 2026Updated last week
- ☆23Aug 25, 2023Updated 3 years ago