A list of (post-hoc) XAI for time series
☆190Aug 19, 2026Updated 2 weeks 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:
- Unified Model Interpretability Library for Time Series☆72May 18, 2026Updated 3 months ago
- An Open-Source Library for the interpretability of time series classifiers☆144Nov 19, 2025Updated 9 months ago
- ☆15Mar 8, 2023Updated 3 years ago
- Local Interpretable Model-Agnostic Explanations For Time Series Forecast Models☆22Sep 15, 2021Updated 4 years ago
- [ICLR'24] Official PyTorch Implementation of ContraLSP☆32Apr 12, 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.
- Implementation of the InterpretTime framework☆56Apr 13, 2023Updated 3 years ago
- Time series explainability via self-supervised model behavior consistency☆57Oct 22, 2023Updated 2 years ago
- 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
- 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 7 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 3 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
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Implementing LRP (Layer-wise Relevance Propagation) for a sequence-to-sequence model with GRU layers.☆12Sep 8, 2023Updated 2 years ago
- 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…☆23Jun 9, 2025Updated last year
- "TSEvo: Counterfactuals for Time Series Classification" accepted at ICMLA '22.☆15Dec 22, 2022Updated 3 years ago
- Implementation Repository for Counterfactual Explanation Algorithms for Time Series☆23Updated this week
- Collection of research papers on time series explainability☆38Aug 23, 2026Updated 2 weeks ago
- Official source code for Time is Not Enough: Time-Frequency based Explanation for Time-Series Black-Box Models☆14Dec 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
- 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.☆436Jun 15, 2024Updated 2 years ago
- 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.☆211Aug 16, 2026Updated 3 weeks ago
- Tutorials and related talks given by the aeon community☆20Oct 11, 2025Updated 10 months ago
- Sequence classification in all-subsequence space☆11Aug 21, 2020Updated 6 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
- 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.
- [TKDD 2023] AdaTime: A Benchmarking Suite for Domain Adaptation on Time Series Data☆233Jun 7, 2023Updated 3 years ago
- ☆175Aug 28, 2026Updated last week
- Inference, training and evaluation code for our models from the paper "Inv3D: a high-resolution 3D invoice dataset for template-guided si…☆61Feb 7, 2024Updated 2 years ago
- ☆22Aug 25, 2023Updated 3 years ago
- WEASEL 2.0 - A Random Dilated Dictionary Transform for Fast, Accurate and Constrained Memory Time Series Classification☆19May 5, 2025Updated last year
- Resources about time series forecasting and deep learning.☆804Aug 26, 2026Updated last week
- A PyTorch implementation of learning shapelets from the paper Grabocka et al., „Learning Time-Series Shapelets“.☆68Mar 3, 2022Updated 4 years ago