. . . . "PersonaAgent with GraphRAG: Community-Aware Knowledge Graphs for Personalized LLM" . . . . . . . "MemBank" . . . "This framework enhances Large Language Models (LLMs) by integrating Knowledge Graphs (KGs) to enable personalized AI agents. The KG stores user interaction histories and community patterns, which a GraphRAG mechanism then retrieves and synthesizes to dynamically generate context-rich prompts for the LLM during its inference stage, thereby improving personalized content generation and decision-making." . "PersonaAgent with GraphRAG" . . . "ReAct" . . "PersonaAgent (Zhang et al. 2024)" . . . "2026-02-26T16:12:33.642Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2511.17467" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "N2ZnelLvxUApOV/285+4KamZUbfXgnGweYcCAoKHCykQd64nMISGWIRwtUTFsfyoDVQlzGHBmfm5iyw6WRDOIzwlbeHDhiozLkafb6447djSzWuJuFpEDRVqyZH8hcetg16jfx+6A/IzjFYTq9m4NTAR7AhNRSfNtntj6HRN26RFVKKtnBVfQfIq7IITXunXvDP/+7wifqsKMi2n4l0Sk/8UHWADz7Q7SOuLODnmjAucW8wIkkVkWDx2RHpxZ2bQcip+quGGV1y05VB/T1xuMoc5iWsWxHnwwRWGrphdgskJezCeGzozfMdh0EQjw9qgLXl8bVPi4r7XvrraVdOfAQ==" . . .