A list of (post-hoc) XAI for time series
☆188Apr 3, 2026Updated 4 months ago
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:
- An Open-Source Library for the interpretability of time series classifiers☆143Nov 19, 2025Updated 8 months ago
- ☆15Mar 8, 2023Updated 3 years ago
- Local Interpretable Model-Agnostic Explanations For Time Series Forecast Models☆21Sep 15, 2021Updated 4 years ago
- [ICLR'24] Official PyTorch Implementation of ContraLSP☆32Apr 12, 2024Updated 2 years ago
- Implementation of the InterpretTime framework☆56Apr 13, 2023Updated 3 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- 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☆25Jan 18, 2024Updated 2 years ago
- [ICML 2025 Spotlight] Official PyTorch implementation of TIMING: Temporality-Aware Integrated Gradients for Time Series Explanation☆20Jan 22, 2026Updated 6 months ago
- ☆17Dec 11, 2022Updated 3 years ago
- Pip package for the CVPRW 2023 Paper "Lanelet2 for nuScenes: Enabling Spatial Semantic Relationships and Diverse Map-Based Anchor Paths".…☆27Nov 13, 2024Updated last year
- ☆17Aug 30, 2023Updated 2 years ago
- Code from our paper "Template-guided Illumination Correction for Document Images with Imperfect Geometric Reconstruction " (ICCVW) 2023.☆29Feb 7, 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
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- XEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classification☆16Apr 18, 2023Updated 3 years ago
- This is an official pytorch implementation for paper "Learning Soft Sparse Shapes for Efficient Time-Series Classification" (ICML-25, Spo…☆22Jun 9, 2025Updated last year
- "TSEvo: Counterfactuals for Time Series Classification" accepted at ICMLA '22.☆14Dec 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☆38Jun 10, 2026Updated 2 months ago
- Official source code for Time is Not Enough: Time-Frequency based Explanation for Time-Series Black-Box Models☆13Dec 5, 2024Updated last year
- This repository provides a summarization of recent empirical studies/human studies that measure human understanding with machine explanat…☆14Jul 24, 2024Updated 2 years ago
- ☆11Oct 17, 2023Updated 2 years ago
- An up-to-date list of time-series related papers in AI venues.☆438Jun 15, 2024Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Counterfactual Explanations for Multivariate Time Series Data☆35Mar 7, 2024Updated 2 years ago
- Adapting LIME explanations for Time Series Data☆16Oct 31, 2024Updated last year
- 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
- [ACM CSUR] A curated list of papers on universal representation learning for time series.☆210Updated this week
- Tutorials and related talks given by the aeon community☆20Oct 11, 2025Updated 10 months ago
- Easily create an instance segmentation dataset from an existing pool of objects of interest, distractor objects and background images. Ea…☆26Jan 31, 2023Updated 3 years ago
- Devcontainer for using LaTeX in VS Code with auto-formatting and one-click arXiv export and link check.☆30Jun 16, 2026Updated 2 months 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☆233Jun 7, 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.
- ☆175Aug 6, 2026Updated last week
- ☆22Aug 25, 2023Updated 2 years ago
- WEASEL 2.0 - A Random Dilated Dictionary Transform for Fast, Accurate and Constrained Memory Time Series Classification☆19May 5, 2025Updated last year
- Conformal Prediction-Based Global and Model Agnostic Explainability for Classification tasks.☆27Feb 6, 2025Updated last year
- Resources about time series forecasting and deep learning.☆802Updated this week
- A PyTorch implementation of learning shapelets from the paper Grabocka et al., „Learning Time-Series Shapelets“.☆68Mar 3, 2022Updated 4 years ago
- [EAAI 2024] A federated distillation domain generalization framework for machinery fault diagnosis with data privacy☆14Apr 3, 2024Updated 2 years ago