HERec aligns LLM-generated user and item profiles with collaborative signals in hyperbolic space and builds a hierarchy tree for user-controlled exploration and exploitation.
Hyperbolic graph convolutional neural networks
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Breaking Information Cocoons: A Hyperbolic Framework for Balancing Exploration and Exploitation in Recommender Systems
HERec aligns LLM-generated user and item profiles with collaborative signals in hyperbolic space and builds a hierarchy tree for user-controlled exploration and exploitation.