counterfactual-contrastive-learning

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biomedia-mira / counterfactual-contrastive

Code for the paper "Robust representations for image classification via counterfactual contrastive learning" (Medical Image Analysis) and "Counterfactual contrastive learning: robust representations via causal image synthesis" (MICCAI Data Engineering Workshop)

medical-imaging classification robustness counterfactual simclr contrastive-learning dinov2 counterfactual-contrastive-learning

Updated Jun 16, 2025
Python

5Nader5 / XAI-Bi-factual-Contrastive-Explanations

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🧠 Implement a bi-factual contrastive explanation system for AI decisions, enhancing understanding through formal definitions and optimized algorithms.

causal-models explainable-ai xai casual-inference counterfactual-explanations contrastive-explanations causal-graphs causal-graphical-models causal-graph counterfactual-contrastive-learning

Updated Apr 24, 2026
Jupyter Notebook

redscarfx / XAI-Bi-factual-Contrastive-Explanations

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Implémentation d’un système d’IA Explicable (XAI) basé sur les explications contrastives bi-factuelles, avec optimisations algorithmiques et interface graphique CausaLytics.

causal-models explainable-ai xai casual-inference counterfactual-explanations contrastive-explanations causal-graphs causal-graphical-models causal-graph counterfactual-contrastive-learning

Updated Aug 30, 2025
Jupyter Notebook

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