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arXiv — cs.AI

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GRAIL: From Saliency to Semantics in Time-Series Explanation

arXiv:2610.29036v1 Announce Type: new Abstract: Explaining a time-series model requires both locating the evidence and extracting meaningful knowledge from it. Yet a single timestep is not a semantic unit: the meaningful patterns live across many samples, not in any one of them.…

arXiv — cs.AIBy: Enver Menadjiev, Yiqiu Shen, Jaesik Choi, Julia StoyanovichOctober 22, 2026 (3 hours ago)
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  • arXiv:2610.29036v1 Announce Type: new Abstract: Explaining a time-series model requires both locating the evidence and extracting meaningful knowledge from it
  • Yet a single timestep is not a semantic unit: the meaningful patterns live across many samples, not in any one of them.…
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GRAIL: From Saliency to Semantics in Time-Series Explanation

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