no code implementations • 31 Jan 2024 • Riwei Lai, Li Chen, Rui Chen, Chi Zhang
Recommender systems (RSs) have become an essential tool for mitigating information overload in a range of real-world applications.
1 code implementation • 10 Jan 2024 • Riwei Lai, Rui Chen, Qilong Han, Chi Zhang, Li Chen
Negative sampling is essential for implicit collaborative filtering to provide proper negative training signals so as to achieve desirable performance.
1 code implementation • 11 Aug 2023 • Yuhan Zhao, Rui Chen, Riwei Lai, Qilong Han, Hongtao Song, Li Chen
To balance efficiency and effectiveness, the vast majority of existing methods follow the two-pass approach, in which the first pass samples a fixed number of unobserved items by a simple static distribution and then the second pass selects the final negative items using a more sophisticated negative sampling strategy.