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08/01/2023
Challenging the Myth of Graph Collaborative Filtering: a Reasoned and Reproducibility-driven Analysis
The success of graph neural network-based models (GNNs) has significantl...
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05/23/2022
A Survey of Research on Fair Recommender Systems
Recommender systems can strongly influence which information we see onli...
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03/02/2022
Top-N Recommendation Algorithms: A Quest for the State-of-the-Art
Research on recommender systems algorithms, like other areas of applied ...
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02/06/2022
A Review of Modern Fashion Recommender Systems
The textile and apparel industries have grown tremendously over the last...
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10/08/2021
Simulations for novel problems in recommendation: analyzing misinformation and data characteristics
In this position paper, we discuss recent applications of simulation app...
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09/02/2021
Adherence and Constancy in LIME-RS Explanations for Recommendation
Explainable Recommendation has attracted a lot of attention due to a ren...
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07/28/2021
Reenvisioning Collaborative Filtering vs Matrix Factorization
Collaborative filtering models based on matrix factorization and learned...
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06/18/2021
Point-of-Interest Recommender Systems: A Survey from an Experimental Perspective
Point-of-Interest recommendation is an increasing research and developin...
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03/26/2021
Analysing the Effect of Recommendation Algorithms on the Amplification of Misinformation
Recommendation algorithms have been pointed out as one of the major culp...
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03/03/2021
Elliot: a Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation
Recommender Systems have shown to be an effective way to alleviate the o...
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01/31/2021
Improving Accountability in Recommender Systems Research Through Reproducibility
Reproducibility is a key requirement for scientific progress. It allows ...
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10/03/2020
Multi-Step Adversarial Perturbations on Recommender Systems Embeddings
Recommender systems (RSs) have attained exceptional performance in learn...
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08/19/2019
Recommender Systems Fairness Evaluation via Generalized Cross Entropy
Fairness in recommender systems has been considered with respect to sens...
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09/26/2018