. . . . "LLM is Knowledge Graph Reasoner: LLM's Intuition-aware Knowledge Graph Reasoning for Cold-start Sequential Recommendation" . . . . . . . . . . . . . "CAFE" . . "CSRec" . . "GRU4Rec" . . . "LIKR is a unified framework where an LLM is treated as a reasoner that outputs intuitive exploration strategies for a Knowledge Graph (KG). It integrates LLM's text-based output (user preferences) with KG embeddings into a hybrid reward function for a reinforcement learning agent. This agent then performs KG path reasoning to make recommendations, synergizing both LLM intuition and KG structure for enhanced reasoning capabilities." . "LLM's Intuition-aware Knowledge graph Reasoning model (LIKR)" . . . "LRD" . . "PGPR" . . "REINFORCE algorithm" . . "SASRec" . . "TransE" . . "UCPR" . . . "2026-02-26T15:26:20.492Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2412.12464" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "d/hhl4wkOKWx7Zg8sMC+ncj4pwqCPWV8iK1611pTAXDCduWQjGORGpLNeYHdL6Cnw+74ABOTeY/P32xWzNa8pR6Ff+ywC3qEv4Dl2W4SeeIur+Qu+FLWuq3ZQEXUcvP9VQK8LHmDuqNz56WJ/6W4e5gZPPRG4+sIdwKb4o6WpWzMdmbPTGWksN2PgeNlv1LPBgAuW6MZ27mF4KvgwhGMsflSN8MmAhy2BuLddR02tyHaMshuwToNXCSPL+MinrUin4wKiyQ3iQPO1+8oKzSV6CBmXckE71tZrxClJQzoJqQ0TvBs7I4QvIBzKG3FvzhxXGagylZw/KUpsBbR05iuEw==" . . .