✨O-Mem: Omni Memory System for Personalized, Long Horizon, Self-Evolving Agents
📝 Summary:
O-Mem, an active user profiling framework, improves LLM agent consistency and personalization. It updates user profiles and outperforms prior SOTA on LoCoMo and PERSONAMEM benchmarks, also boosting response efficiency.
🔹 Publication Date: Published on Nov 17
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.13593
• PDF: https://arxiv.org/pdf/2511.13593
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For more data science resources:
✓ https://xn--r1a.website/DataScienceT
#LLMAgents #Personalization #AIMemory #GenerativeAI #UserProfiling
📝 Summary:
O-Mem, an active user profiling framework, improves LLM agent consistency and personalization. It updates user profiles and outperforms prior SOTA on LoCoMo and PERSONAMEM benchmarks, also boosting response efficiency.
🔹 Publication Date: Published on Nov 17
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.13593
• PDF: https://arxiv.org/pdf/2511.13593
==================================
For more data science resources:
✓ https://xn--r1a.website/DataScienceT
#LLMAgents #Personalization #AIMemory #GenerativeAI #UserProfiling