XAI 2025
Thursday, June 26, 2025 -
9:00 AM
Monday, June 23, 2025
Tuesday, June 24, 2025
Wednesday, June 25, 2025
Thursday, June 26, 2025
9:00 AM
Welcome
-
Pablo García Abia
(
CIEMAT
)
Welcome
Pablo García Abia
(
CIEMAT
)
9:00 AM - 9:10 AM
Room: Room B
9:10 AM
Grad-CAM Algorithm — Rationale, Strengths, and Weaknesses
-
Miguel Cárdenas-Montes
(
CIEMAT
)
Grad-CAM Algorithm — Rationale, Strengths, and Weaknesses
Miguel Cárdenas-Montes
(
CIEMAT
)
9:10 AM - 10:10 AM
Room: Room B
Explore the application of the Grad-CAM algorithm in a classification task using a simplified version of the Gravity Spy dataset.
10:10 AM
coffee & tee
coffee & tee
10:10 AM - 10:25 AM
10:25 AM
LIME Algorithm — Rationale, Strengths, and Weaknesses
-
Miguel Cárdenas-Montes
(
CIEMAT
)
LIME Algorithm — Rationale, Strengths, and Weaknesses
Miguel Cárdenas-Montes
(
CIEMAT
)
10:25 AM - 11:25 AM
Room: Room B
Explore how the LIME algorithm operates in a similar classification context, utilising a reduced Gravity Spy dataset.
11:25 AM
coffee & tea
coffee & tea
11:25 AM - 11:40 AM
11:40 AM
SHAP Algorithm — Rationale, Strengths, and Weaknesses
-
Miguel Cárdenas-Montes
(
CIEMAT
)
SHAP Algorithm — Rationale, Strengths, and Weaknesses
Miguel Cárdenas-Montes
(
CIEMAT
)
11:40 AM - 12:40 PM
Room: Room B
Examine the SHAP algorithm in action, applied to a classification task involving a subset of galaxies from the COSMOS2015 catalogue.
12:40 PM
Discussion and closing
-
Miguel Cárdenas-Montes
(
CIEMAT
)
Discussion and closing
Miguel Cárdenas-Montes
(
CIEMAT
)
12:40 PM - 12:55 PM
Room: Room B