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Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches

, , and . Proceedings of the 13th ACM Conference on Recommender Systems, page 101–109. New York, NY, USA, Association for Computing Machinery, (2019)
DOI: 10.1145/3298689.3347058

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First workshop on the impact of recommender systems at ACM RecSys 2019., , and . RecSys, page 556-557. ACM, (2019)Developing Constraint-based Recommenders., , , and . Recommender Systems Handbook, Springer, (2011)Interacting with Recommenders&\#x02014;Overview and Research Directions, and . ACM Trans. Interact. Intell. Syst., 7 (3): 10:1--10:46 (September 2017)A Knowledge-Based Framework for the Rapid Development of Conversational Recommenders., and . WISE, volume 3306 of Lecture Notes in Computer Science, page 390-402. Springer, (2004)Contextual Hybrid Session-Based News Recommendation With Recurrent Neural Networks., , and . IEEE Access, (2019)Consistency-based diagnosis of configuration knowledge bases, , , and . Artificial Intelligence, (February 2004)Explaining Online Recommendations Using Personalized Tag Clouds., , and . i-com, 10 (1): 3-10 (2011)Modeling and Solving Distributed Configuration Problems: A CSP-Based Approach., and . IEEE Trans. Knowl. Data Eng., 25 (3): 603-618 (2013)A comparison of playlist generation strategies for music recommendation and a new baseline scheme, and . Workshops at the Twenty-Seventh AAAI Conference on Artificial Intelligence, (2013)Bounded Non-deterministic Planning for Multimedia Adaptation, , , , , and . Applied Intelligence, 36 (1): 29-60 (July 2010)