4.4k citations
- University of KasselDE5 papers
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Showing cs.IRShow all
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cs.IR2024★ 5 cited
HMAR: Hierarchical Masked Attention for Multi-Behaviour Recommendation
Shereen Elsayed, Ahmed Rashed, Lars Schmidt-Thieme
In the context of recommendation systems, addressing multi-behavioral user interactions has become vital for understanding the evolving user behavior. Recent models utilize techniq…
cs.IR2022★ 88 cited
CARCA: Context and Attribute-Aware Next-Item Recommendation via Cross-Attention
Ahmed Rashed, Shereen Elsayed, Lars Schmidt-Thieme
In sparse recommender settings, users' context and item attributes play a crucial role in deciding which items to recommend next. Despite that, recent works in sequential and time-…
cs.IR2012★ 4.4k cited
BPR: Bayesian Personalized Ranking from Implicit Feedback
Steffen Rendle, Christoph Freudenthaler, Zeno Gantner +1
Item recommendation is the task of predicting a personalized ranking on a set of items (e.g. websites, movies, products). In this paper, we investigate the most common scenario wit…