attribution-methods

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inseq-team / inseq

Interpretability for sequence generation models 🔍

natural-language-processing deep-learning transformers seq2seq interpretability fairseq explainable-ai huggingface captum attribution-methods

Updated Dec 13, 2022
Python

Piyushi-0 / ACE

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Code for our paper, Neural Network Attributions: A Causal Perspective (ICML 2019).

machine-learning deep-learning neural-network causality icml attribution-methods

Updated Nov 20, 2021
Jupyter Notebook

frankaging / BERT-LRP

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On Explaining Your Explanations of BERT: An Empirical Study with Sequence Classification

decision sentiment-analysis sensitivity-analysis bert saliency-detection ready-to-use mutli-gpu attribution-methods attribution-extraction relevance-scores gradient-hooks

Updated Nov 30, 2022
Jupyter Notebook

shinkyo0513 / Towards-Visually-Explaining-Video-Understanding-Networks-With-Perturbation

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Attribution (or visual explanation) methods for understanding video classification networks. Demo codes for WACV2021 paper: Towards Visually Explaining Video Understanding Networks with Perturbation.

action-recognition video-classification deep-learning-visualization interpretable-deep-learning epic-kitchens attribution-methods

Updated Nov 22, 2022
Python

sukrutrao / Attribution-Evaluation

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Code for the paper: Towards Better Understanding Attribution Methods. CVPR 2022.

python computer-vision deep-learning evaluation-metrics explainability attribution-methods cvpr2022

Updated Jun 13, 2022
Python

saurabheights / ROAR

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Metrics for evaluating interpretability methods.

python deep-neural-networks pytorch neural-networks roar attribution-methods interpretability-methods attribution-metrics morf

Updated Mar 29, 2021
Python

Piyushi-0 / SEA-NN

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Code for our NN Attribution work accepted at AISTATS '22

deep-learning neural-network pytorch submodularity aistats attribution-methods

Updated Nov 12, 2022
Jupyter Notebook

shinkyo0513 / Spatio-Temporal-Perturbations-for-Video-Attribution

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The source code for the journal paper: Spatio-Temporal Perturbations for Video Attribution, TCSVT-2021

action-recognition video-understanding interpretable-deep-learning attribution-methods weakly-supervised-action-detection

Updated Nov 22, 2022
Python

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