What is it about?

We propose a simple and effective method to make next-item recommenders aware of time. Our method improves recommendation accuracy compared to existing methods.

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Why is it important?

Suggested adapter helps to improve the quality of recommendations and to increase the diversity of recommendations depending on time context. You can use it in your models to add temporal effect

Perspectives

This idea is quite simple and it was interesting to test it

Elizaveta Makhneva

Our proposed method could easily bring prediction time sensitivity to various next item recommenders.

Oleg Lashinin
Moscow Institute of Physics and Technology

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This page is a summary of: Make your next item recommendation model time sensitive, June 2023, ACM (Association for Computing Machinery),
DOI: 10.1145/3563359.3596980.
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