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aira:start [2026/10/15 00:12] – [Schedule Autumn 2027] mzkaira:start [2026/10/15 00:13] (current) – [2026-06-18] mzk
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-  * **[INTRO] 2026.10.08**: Grzegorz J. Nalepa,  professor @ Jagiellonian University, [[--]] +* **[INTRO] 2026.10.08**: Grzegorz J. Nalepa,  professor @ Jagiellonian University, [[--]] 
-    * Meeting link: TDA  +  * Meeting link: TDA  
-    * Recording:  - +  * Recording:  - 
-    * Presentation slides:  -+  * Presentation slides:  -
  
 ===== Schedule Spring 2026 ===== ===== Schedule Spring 2026 =====
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 +
 +==== 2026-10-15 ====
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 +{{ :aira:enrique-valero-foto.jpg?200| }}
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 +
 +**Speaker**: Enrique Valero,  PhD Candidate @ Technical University of Madrid
 +
 +**Title**: Group counterfactual explanations: State-of-the-art and future research
 +
 +**Abstract**:
 +Existing methods for group counterfactual explanations often fail to generalize, rely on strict assumptions, or distort group geometry. I explore how to overcome this by learning an optimal transport map that efficiently generates geometry-preserving counterfactuals for any instance without re-optimization, outperforming current baselines across both linear and non-linear models. I also provide insight on future lines of research and applications of (group) counterfactual explanations with respect to the broader state-of-the-art, such as LLMs or industrial applications.
 +
 +**Biogram**: 
 +Enrique Valero Leal is a final-year ELLIS PhD student at both the Technical University of Madrid and Ludwig-Maximilians University of Munich. His research focuses on interpretable machine learning,  probabilistic models, and causality, with technical experience in Industry 4.0 applications. 
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 ==== 2026-06-18 ==== ==== 2026-06-18 ====
aira/start.1792023139.txt.gz · Last modified: 2026/10/15 00:12 by mzk
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