Knowledge is Power, Understanding is Impact: Utility and Beyond Goals,
Explanation Quality, and Fairness in Path Reasoning Recommendation

Knowledge is Power, Understanding is Impact: Utility and Beyond Goals, Explanation Quality, and Fairness in Path Reasoning Recommendation

14 January 2023

Giacomo Balloccu

Ludovico Boratto

Christian Cancedda

Gianni Fenu

Mirko Marras

ArXiv (abs)PDF HTML Github (11★)

Papers citing "Knowledge is Power, Understanding is Impact: Utility and Beyond Goals, Explanation Quality, and Fairness in Path Reasoning Recommendation"

12 / 12 papers shown

Title
Mining Implicit Entity Preference from User-Item Interaction Data for Knowledge Graph Completion via Adversarial Learning Gaole He Junyi Li Wayne Xin Zhao Peiju Liu Ji-Rong Wen 62 39 0 28 Mar 2020
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI Alejandro Barredo Arrieta Natalia Díaz Rodríguez Javier Del Ser Adrien Bennetot Siham Tabik ... S. Gil-Lopez Daniel Molina Richard Benjamins Raja Chatila Francisco Herrera XAI 127 6,293 0 22 Oct 2019
Ekar: An Explainable Method for Knowledge Aware Recommendation Weiping Song Zhijian Duan Ziqing Yang Haozhe Zhu Ming Zhang Jian Tang CML 43 15 0 22 Jun 2019
Reinforcement Knowledge Graph Reasoning for Explainable Recommendation Yikun Xian Zuohui Fu S. Muthukrishnan Gerard de Melo Yongfeng Zhang 74 465 0 12 Jun 2019
KGAT: Knowledge Graph Attention Network for Recommendation Xiang Wang Xiangnan He Yixin Cao Meng Liu Tat-Seng Chua OffRL 88 1,822 0 20 May 2019
Jointly Learning Explainable Rules for Recommendation with Knowledge Graph Weizhi Ma Min Zhang Yue Cao Woojeong Jin Jin Chenyang Wang Yiqun Liu Shaoping Ma Xiang Ren 58 219 0 09 Mar 2019
Neural Collective Entity Linking Yixin Cao Lei Hou Juan-Zi Li Zhiyuan Liu 58 108 0 21 Nov 2018
RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous Datasets Liping Li Canran Xu Xiangnan He Yixin Cao Tat-Seng Chua FedML 114 598 0 09 Nov 2018
Explainable Recommendation: A Survey and New Perspectives Yongfeng Zhang Xu Chen XAI LRM 81 878 0 30 Apr 2018
RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems Hongwei Wang Fuzheng Zhang Jialin Wang Miao Zhao Wenjie Li Xing Xie Minyi Guo 86 1,050 0 09 Mar 2018
DKN: Deep Knowledge-Aware Network for News Recommendation Hongwei Wang Fuzheng Zhang Xing Xie Minyi Guo 75 1,046 0 25 Jan 2018
A Theoretical Analysis of NDCG Type Ranking Measures Yining Wang Liwei Wang Yuanzhi Li Di He Tie-Yan Liu Wei-neng Chen 103 424 0 24 Apr 2013