This repository contains the implementation of Label-Free XAI, a new framework to adapt explanation methods to unsupervised models. For more details, please read our ICML 2022 paper: 'Label-Free Explainability for Unsupervised Models'.
☆25Sep 21, 2022Updated 3 years ago
Alternatives and similar repositories for Label-Free-XAI
Users that are interested in Label-Free-XAI are comparing it to the libraries listed below
Sorting:
- Code for the paper "Model Agnostic Interpretability for Multiple Instance Learning".☆13Jan 28, 2022Updated 4 years ago
- Resources for Machine Learning Explainability☆87Sep 4, 2024Updated last year
- Code and Hummingbird dataset for EMNLP 2021 paper "Does BERT Learn as Humans Perceive? Understanding Linguistic Styles through Lexica"☆15Apr 13, 2022Updated 3 years ago
- Do input gradients highlight discriminative features? [NeurIPS 2021] (https://arxiv.org/abs/2102.12781)☆13Jan 10, 2023Updated 3 years ago
- Fast Axiomatic Attribution for Neural Networks (NeurIPS*2021)☆16Feb 24, 2026Updated last week
- Explaining Anomalies Detected by Autoencoders Using SHAP☆45Aug 1, 2021Updated 4 years ago
- DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks☆21Jun 16, 2025Updated 8 months ago
- Influence Estimation for Gradient-Boosted Decision Trees☆29May 27, 2024Updated last year
- ☆25Aug 2, 2022Updated 3 years ago
- A repo for REMOD: relation extraction algorithm based on multimodality knowledge distillation☆28Jan 4, 2022Updated 4 years ago
- Official repository of the paper "Interpretable Anomaly Detection with DIFFI: Depth-based Isolation Forest Feature Importance", M. Carlet…☆30Aug 7, 2024Updated last year
- ☆31Oct 7, 2022Updated 3 years ago
- ☆30Apr 24, 2024Updated last year
- Code for the paper "SMACE: A New Method for the Interpretability of Composite Decision Systems", ECML 2022☆15Apr 17, 2023Updated 2 years ago
- Code for the paper "Distinguishing the Knowable from the Unknowable with Language Models"☆11Apr 15, 2024Updated last year
- Enhanced Explainable Neural Network☆10Dec 25, 2021Updated 4 years ago
- Feature Interaction Interpretability via Interaction Detection☆35Jun 12, 2023Updated 2 years ago
- Learning to Estimate Shapley Values with Vision Transformers☆37Updated this week
- This repository contains the implementation of Dynamask, a method to identify the features that are salient for a model to issue its pred…☆76May 31, 2022Updated 3 years ago
- ☆11Jan 13, 2026Updated last month
- This repository reproduces the results in the paper "How expressive are transformers in spectral domain for graphs?"(published in TMLR)☆12Jul 10, 2022Updated 3 years ago
- Deep Generative Model (Torch)☆11Apr 19, 2016Updated 9 years ago
- ☆13Feb 4, 2025Updated last year
- SODEN: A Scalable Continuous-Time Survival Model through Ordinary Differential Equation Networks☆14Mar 2, 2023Updated 3 years ago
- Implementation of NAACL'19 Strong and Simple Baselines for Multimodal Utterance Embeddings☆10Jun 4, 2019Updated 6 years ago
- ☆10Aug 16, 2023Updated 2 years ago
- ☆11Dec 14, 2022Updated 3 years ago
- CartoonX is a saliency map method for image classifiers operating in the wavelet/shearlet domain.☆10Feb 23, 2026Updated last week
- Software package for intertemporal pricing optimization under reference effects and consumer heterogeneity estimation. Please see REAMDE.…☆10Mar 7, 2024Updated last year
- Temporal summarization framework☆10Dec 4, 2023Updated 2 years ago
- ☆10Apr 15, 2022Updated 3 years ago
- JSSP dataset for LLMs☆17May 29, 2025Updated 9 months ago
- ☆12Feb 27, 2023Updated 3 years ago
- Adaptive and Robust Multi-Task Learning☆10May 19, 2024Updated last year
- ☆10Oct 26, 2022Updated 3 years ago
- a TensorFlow implementation of the paper "Feature Super-Resolution Based Facial Expression Recognition for Multi-scale Low-Resolution Ima…☆13Nov 30, 2021Updated 4 years ago
- ☆12Jan 18, 2024Updated 2 years ago
- solver for discrete Mixed Observable Markov Decision Processes☆11Oct 30, 2020Updated 5 years ago
- Comparing sequential forecasters via confidence sequences & e-processes☆11Oct 24, 2023Updated 2 years ago