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+# GLOBE-CE: A Translation-Based Approach for Global Counterfactual Explanations
+
+The major drawback of counterfactual explanations lies in their incapacity to extend beyond the local or individual level. 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)
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 * 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