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Исследования2026年10月22日
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.…
Enver Menadjiev, Yiqiu Shen, Jaesik Choi, Julia Stoyanovich·arXiv — cs.AI
Original SourceKey Takeaways
- 01.arXiv:2610.29036v1 Announce Type: new Abstract: Explaining a time-series model requires both locating the evidence and extracting meaningful knowledge from it
- 02.Yet a single timestep is not a semantic unit: the meaningful patterns live across many samples, not in any one of them.…
This material is provided as an extended analytical summary.
Read full article at sourceAggregated within AI Qazaqstan national intelligence stream with author attribution.
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