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arXiv — cs.AI

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Breaking Predictions Is Not Enough: Specified-Foil Counterfactuals for Temporal Graphs

arXiv:2609.11170v1 Announce Type: new Abstract: Temporal graph counterfactual explanations typically change past events to change or invalidate an original prediction, while leaving its replacement unspecified. Yet a user facing a predicted outcome often asks which past…

arXiv — cs.AIBy: Minwoo Yu, Young-guk HaSeptember 12, 2026 (Sep 12)
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  • arXiv:2609.11170v1 Announce Type: new Abstract: Temporal graph counterfactual explanations typically change past events to change or invalidate an original prediction, while leaving its replacement unspecified
  • Yet a user facing a predicted outcome often asks which past…
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Breaking Predictions Is Not Enough: Specified-Foil Counterfactuals for Temporal Graphs

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