Astana time
AI QAZAQSTANKZ · AIBeta

Smart portal about artificial intelligence and high technology in Kazakhstan

Research1 min read

From the original source:

arXiv — cs.AI

Read full article at arXiv — cs.AI

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 (10 hours ago)
Available in 1 languages

AI Summary & Key Takeaways

  • 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.…
Research
KZ·AI 26C8
Инсайт дня

GRAIL: From Saliency to Semantics in Time-Series Explanation

Tags:#arXiv
Share:

Related stories

Anthropic is looking for a lyricist with a salary of up to $345 thousand per year - despite the development of Claude

✍️ Anthropic is looking for a text writer with a salary of up to $345 thousand per year - despite the development of Claude The company has opened a vacancy for a specialist who will write speeches, statements and other materials for management. Salary - from $295,000 to $345,000 per year. The candidate will need...

Telegram — GPT Time | Нейросети | ИИ

Back to list