{
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  "channel": "cs.IR",
  "title": "Beyond Retrieval: Learning Compact User Representations for Scalable LLM Personalization",
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  "one_line_reason": "Substanzielle Architektur-Innovation (TAP-PER) für Multi-User-LLM-Systeme mit klarer Effizienz-Trade-off-Analyse und direkter Relevanz für Aria's Skalierbarkeits- und Memory-Design-Ziele.",
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}