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Although some research explores the concept of a broader explanation, only a few offer frameworks that are both dependable and computationally manageable. On the seminar on Monday we will be discussing the paper proposing Global & Efficient Counterfactual Explanations (GLOBE-CE), a flexible framework that tackles the reliability and scalability issues associated with current state-of-the-art. The authors also provide unique mathematical analysis of categorical feature translations and experimental evaluation showing that GLOBE-CE performs significantly better than the current methods across multiple metrics. + + +Presentation will is based on [this paper](https://icml.cc/virtual/2023/poster/23706) \ No newline at end of file diff --git a/README.md b/README.md index 5541086..c6c68ad 100644 --- a/README.md +++ b/README.md @@ -19,7 +19,7 @@ Join us at https://meet.drwhy.ai. * 08.04.2024 - [Introduction to counterfactual explanations track](https://github.com/MI2DataLab/MI2DataLab_Seminarium/tree/master/2024/2024_04_08_Intro_to_CEs) - Mateusz Krzyziński, Bartek Sobieski * 15.04.2024 - [The Privacy Issue of Counterfactual Explanations: Explanation Linkage Attacks](https://github.com/HubertR21/MI2DataLab_Seminarium/tree/master/2024/2024_04_15_explanation_linkage_attacks) - Mikołaj Spytek * 22.04.2024 - [Text-to-Image Models for Counterfactual Explanations: A Black-Box Approach](https://github.com/MI2DataLab/MI2DataLab_Seminarium/tree/master/2024/2024_04_22_TIME_Text-To-Image_For_Counterfactual_Explanations) - Tymoteusz Kwieciński -* 06.05.2024 - GLOBE-CE: A Translation Based Approach for Global Counterfactual Explanations - Piotr Wilczyński +* 06.05.2024 - [GLOBE-CE: A Translation Based Approach for Global Counterfactual Explanations](https://github.com/MI2DataLab/MI2DataLab_Seminarium/tree/master/2024/2024_05_06_GLOBE-CE) - Piotr Wilczyński * 13.05.2024 - Introduction to ViT and transformer attributions - Filip Kołodziejczyk * 20.05.2024 - TBD * 27.05.2024 - TBD