explainability topic

List explainability repositories

POTATO

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XAI based human-in-the-loop framework for automatic rule-learning.

TE2Rules

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Python library to explain Tree Ensemble models (TE) like XGBoost, using a rule list.

code-samples

168
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Holds code for our CVPR'23 tutorial: All Things ViTs: Understanding and Interpreting Attention in Vision.

stagin

82
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STAGIN: Spatio-Temporal Attention Graph Isomorphism Network

imodelsX

136
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Scikit-learn friendly library to interpret, and prompt-engineer text datasets using large language models.

augmented-interpretable-models

37
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Interpretable and efficient predictors using pre-trained language models. Scikit-learn compatible.

post-hoc-cbm

58
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7
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Code for the paper "Post-hoc Concept Bottleneck Models". Spotlight @ ICLR 2023

cem

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Repository for our NeurIPS 2022 paper "Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off" and our NeurIPS 2023 paper "Learning to Receive Help: Intervention-Aware Concept Embeddin...

Hyphen

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[NeurIPS 2022 Oral (Spotlight)] Public Wisdom Matters! Discourse-Aware Hyperbolic Fourier Co-Attention for Social-Text Classification

TraderNet-CRv2

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TraderNet-CRv2 - Combining Deep Reinforcement Learning with Technical Analysis and Trend Monitoring on Cryptocurrency Markets