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Global counterfactual explanation selection for time-series clustering on UMD
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84.2
Effectiveness
Galactic-G (Optimal)
35.476
48.1255
60.775
73.4245
Mar 5, 2026
Effectiveness
Avg Flipping Cost
Avg Segments Changed
Avg Timesteps Changed
Updated 1mo ago
Evaluation Results
Method
Method
Links
Effectiveness
Avg Flipping Cost
Avg Segments Changed
Avg Timesteps Changed
Galactic-G (Optimal)
Selection Strategy=Opt...
2026.03
84.2
0.104
6.4
75
Galactic-G (Greedy)
Selection Strategy=Gre...
2026.03
84.2
0.093
6
70
Galactic-G (Hierarchical)
Selection Strategy=Opt...
2026.03
81.9
0.102
6.6
80
Galactic-G (Hierarchical Greedy)
Selection Strategy=Gre...
2026.03
81.9
0.091
6.1
72
GLOBE-CE*
Runtime=100
2026.03
66.1
0.059
9.1
100
Glacier-G*
Runtime=19.34
2026.03
37.35
14.4
0.02
11.5
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