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A personalized federated deep learning framework predicts student performance in large-scale examinations across heterogeneous regional distributions

Scientific Reports, Published online: 08 September 2026; doi:10.1038/s41598-026-70854-2 A personalized federated deep learning framework predicts student performance in large-scale examinations across heterogeneous regional distributions

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More in AI

Gemini Often Won't Search the Web — and Won't Tell You It Didn't

Ask Gemini a question that obviously needs the live web — today’s weather where you are, a current price, whether a shop is open now — and there’s a good chance it will answer instantly, confidently…

  • Gemini fails to search web when needed, providing outdated answers
  • Routing mechanism determines web search access, denies it often
  • System prompt instructs Gemini not to search certain prompts

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