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arXiv — cs.AI

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Memory Has Geometry: Non-Uniform Geometric Memory for Long-Horizon Personalized AI

Long-term memory is becoming a core substrate for personalized AI, yet most systems still represent personalization as discrete records in a largely static latent space, accessed under one global similarity notion. For data mining, this creates a mismatch: the evidence is a…

arXiv — cs.AIBy: Jiahong Liu, Wenhao Yu, Zexuan Qiu, Menglin Yang, Irwin KingSeptember 17, 2026 (Sep 17)
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  • Long-term memory is becoming a core substrate for personalized AI, yet most systems still represent personalization as discrete records in a largely static latent space, accessed under one global similarity notion
  • For data mining, this creates a mismatch: the evidence is a…
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Memory Has Geometry: Non-Uniform Geometric Memory for Long-Horizon Personalized AI

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