Search Results for author: Giacomo Balloccu

Found 4 papers, 3 papers with code

Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph

no code implementations25 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.

Explainable Recommendation Knowledge Graph Embeddings +4

Reinforcement Recommendation Reasoning through Knowledge Graphs for Explanation Path Quality

1 code implementation11 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.

Explainable Recommendation Knowledge Graphs +1

Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of Explanations

1 code implementation24 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).

Explainable Models Explainable Recommendation +8

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