Ecosyste.ms: Repos

An open API service providing repository metadata for many open source software ecosystems.

GitHub topics: feature-attribution

hbaniecki/robust-feature-effects

Robustness of Global Feature Effect Explanations (ECML PKDD 2024)

Language: Jupyter Notebook - Size: 146 KB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 0 - Forks: 0

Julia-XAI/ExplainableAI.jl

Explainable AI in Julia.

Language: Julia - Size: 39.1 MB - Last synced at: 2 days ago - Pushed at: 3 months ago - Stars: 102 - Forks: 2

KurtButler/2024_attributions_paper

Reproducible code for our paper "Explainable Learning with Gaussian Processes"

Language: MATLAB - Size: 694 KB - Last synced at: 10 days ago - Pushed at: 11 days ago - Stars: 1 - Forks: 0

pytorch/captum

Model interpretability and understanding for PyTorch

Language: Python - Size: 277 MB - Last synced at: 24 days ago - Pushed at: about 1 month ago - Stars: 4,615 - Forks: 464

fzi-forschungszentrum-informatik/TSInterpret

An Open-Source Library for the interpretability of time series classifiers

Language: Python - Size: 129 MB - Last synced at: 8 days ago - Pushed at: 2 months ago - Stars: 104 - Forks: 8

chr5tphr/zennit

Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.

Language: Python - Size: 2.28 MB - Last synced at: 25 days ago - Pushed at: 2 months ago - Stars: 178 - Forks: 32

DFKI-NLP/SMV

Code and data for the ACL 2023 NLReasoning Workshop paper "Saliency Map Verbalization: Comparing Feature Importance Representations from Model-free and Instruction-based Methods" (Feldhus et al., 2023)

Language: Python - Size: 11.1 MB - Last synced at: 22 days ago - Pushed at: 11 months ago - Stars: 7 - Forks: 1

gsarti/pecore

Materials for "Quantifying the Plausibility of Context Reliance in Neural Machine Translation" at ICLR'24 🐑 🐑

Language: Jupyter Notebook - Size: 295 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 4 - Forks: 1

DFKI-NLP/thermostat

Collection of NLP model explanations and accompanying analysis tools

Language: Jsonnet - Size: 1.37 MB - Last synced at: 22 days ago - Pushed at: 12 months ago - Stars: 141 - Forks: 8

sbrodehl/remotesensing-14-03760

⛈️ Code for the paper "End-to-End Prediction of Lightning Events from Geostationary Satellite Images"

Language: Python - Size: 104 KB - Last synced at: 4 months ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 1

ecm200/caltech_birds

A set of notebooks as a guide to the process of fine-grained image classification of birds species, using PyTorch based deep neural networks.

Language: Jupyter Notebook - Size: 293 MB - Last synced at: 13 days ago - Pushed at: over 2 years ago - Stars: 41 - Forks: 7

parantapa/integrated-directional-gradients

Implementation of the Integrated Directional Gradients method for Deep Neural Network model explanations.

Language: Python - Size: 212 KB - Last synced at: 10 months ago - Pushed at: almost 3 years ago - Stars: 4 - Forks: 0

Animadversio/Neuronal_Feature_Attribution_Model

Feature Attribution methods for neurons and Evolution experiments

Language: Python - Size: 533 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

gsarti/lcl23-xnlm-lab

Materials for the Lab "Explaining Neural Language Models from Internal Representations to Model Predictions" at AILC LCL 2023 🔍

Language: Jupyter Notebook - Size: 4.16 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 1

FilomKhash/Tree-based-paper

Codes for the paper On marginal feature attributions of tree-based models

Language: Jupyter Notebook - Size: 118 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

hmohebbi/ValueZeroing

The official repo for the EACL 2023 paper "Quantifying Context Mixing in Transformers"

Language: Python - Size: 64.5 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 1

jpmorganchase/cf-shap

Counterfactual SHAP: a framework for counterfactual feature importance

Language: HTML - Size: 713 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 2

yuasosnin/financial-market-shap

Bachelor's thesis for degree in Economics at HSE University, Saint-Petersburg (2022)

Language: Jupyter Notebook - Size: 114 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

Related Keywords
feature-attribution 18 interpretability 10 explainable-ai 7 explainability 4 transformers 4 machine-learning 4 interpretable-ai 4 interpretable-ml 4 deep-learning 3 interpretable-machine-learning 3 xai 3 feature-importance 3 integrated-gradients 2 pytorch 2 counterfactual-explanations 2 explainable-artificial-intelligence 2 explainable-ml 2 lrp 2 explainable-nlp 2 saliency-maps 2 cnn 2 explainable-machine-learning 2 ferret 1 inseq 1 lab 1 diagnostic-classifiers 1 probing-task 1 ailc 1 nmf-decomposition 1 evolutionary-algorithms 1 pytorch-tutorial 1 manifold-learning 1 image-classification 1 deep-neural-networks 1 cub-200-2011 1 classification-model 1 accumulated-local-effects 1 tutorial 1 tree-based-methods 1 attention-mechanism 1 contextualized-representation 1 pre-trained-language-models 1 algorithmic-recourse 1 counterfactuals 1 explanations 1 facct2022 1 shap 1 shapley 1 shapley-values 1 tree-based 1 xgboost 1 financial-machine-learning 1 stock-price-prediction 1 dalex 1 explanatory-model-analysis 1 iml 1 partial-dependence-plot 1 attribution-methods 1 julia 1 gaussian-processes 1 sparse-approximations 1 time-series 1 attribution 1 python 1 chatgpt 1 saliency-methods 1 text-classification 1 document-level-nmt 1 language-model 1 large-language-models 1 machine-translation 1 captum 1 datasets 1 heatmaps 1 natural-language-processing 1 class-imbalance 1 lightning-prediction 1 meteorology 1 neural-networks 1 nowcasting 1 satellite-imagery 1 short-term-forecasts 1 activation-maximization 1 caltech-birds 1