no code implementations • 25 Oct 2023 • Giacomo Balloccu, Ludovico Boratto, Christian Cancedda, Gianni Fenu, Mirko Marras
This mechanism ensures zero incidence of corrupted paths by enforcing adherence to valid KG connections at the decoding level, agnostic of the underlying model architecture.
1 code implementation • 14 Jan 2023 • Giacomo Balloccu, Ludovico Boratto, Christian Cancedda, Gianni Fenu, Mirko Marras
Path reasoning is a notable recommendation approach that models high-order user-product relations, based on a Knowledge Graph (KG).
1 code implementation • 11 Sep 2022 • Giacomo Balloccu, Ludovico Boratto, Gianni Fenu, Mirko Marras
However, the existing explainable recommendation approaches based on KG merely optimize the selected reasoning paths for product relevance, without considering any user-level property of the paths for explanation.
1 code implementation • 24 Apr 2022 • Giacomo Balloccu, Ludovico Boratto, Gianni Fenu, Mirko Marras
Existing explainable recommender systems have mainly modeled relationships between recommended and already experienced products, and shaped explanation types accordingly (e. g., movie "x" starred by actress "y" recommended to a user because that user watched other movies with "y" as an actress).
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