A survey on hypergraph representation learning

A Antelmi, G Cordasco, M Polato, V Scarano… - ACM Computing …, 2023 - dl.acm.org
Hypergraphs have attracted increasing attention in recent years thanks to their flexibility in
naturally modeling a broad range of systems where high-order relationships exist among …

A survey on session-based recommender systems

S Wang, L Cao, Y Wang, QZ Sheng, MA Orgun… - ACM Computing …, 2021 - dl.acm.org
Recommender systems (RSs) have been playing an increasingly important role for informed
consumption, services, and decision-making in the overloaded information era and digitized …

ReCANet: A repeat consumption-aware neural network for next basket recommendation in grocery shopping

M Ariannezhad, S Jullien, M Li, M Fang… - Proceedings of the 45th …, 2022 - dl.acm.org
Retailers such as grocery stores or e-marketplaces often have vast selections of items for
users to choose from. Predicting a user's next purchases has gained attention recently, in …

A next basket recommendation reality check

M Li, S Jullien, M Ariannezhad, M de Rijke - ACM Transactions on …, 2023 - dl.acm.org
The goal of a next basket recommendation (NBR) system is to recommend items for the next
basket for a user, based on the sequence of their prior baskets. We examine whether the …

Modeling sequences as distributions with uncertainty for sequential recommendation

Z Fan, Z Liu, S Wang, L Zheng, PS Yu - Proceedings of the 30th ACM …, 2021 - dl.acm.org
The sequential patterns within the user interactions are pivotal for representing the user's
preference and capturing latent relationships among items. The recent advancements of …

Learning to ride a buy-cycle: A hyper-convolutional model for next basket repurchase recommendation

O Katz, O Barkan, N Koenigstein, N Zabari - Proceedings of the 16th …, 2022 - dl.acm.org
The problem of Next Basket Recommendation (NBR) addresses the challenge of
recommending items for the next basket of a user, based on her sequence of prior baskets …

Masked and swapped sequence modeling for next novel basket recommendation in grocery shopping

M Li, M Ariannezhad, A Yates, M de Rijke - Proceedings of the 17th ACM …, 2023 - dl.acm.org
Next basket recommendation (NBR) is the task of predicting the next set of items based on a
sequence of already purchased baskets. It is a recommendation task that has been widely …

A personalized neighborhood-based model for within-basket recommendation in grocery shopping

M Ariannezhad, M Li, S Schelter… - Proceedings of the …, 2023 - dl.acm.org
Users of online shopping platforms typically purchase multiple items at a time in the form of a
shopping basket. Personalized within-basket recommendation is the task of recommending …

Generative next-basket recommendation

W Sun, R Xie, J Zhang, WX Zhao, L Lin… - Proceedings of the 17th …, 2023 - dl.acm.org
Next-basket Recommendation (NBR) refers to the task of predicting a set of items that a user
will purchase in the next basket. However, most of existing works merely focus on the …

Who will purchase this item next? Reverse next period recommendation in grocery shopping

M Li, M Ariannezhad, A Yates, M De Rijke - ACM Transactions on …, 2023 - dl.acm.org
Recommender systems have become an essential instrument to connect people to the items
that they need. Online grocery shopping is one scenario where this is very clear. So-called …