2 papers
cs.IR2024
Low Rank Field-Weighted Factorization Machines for Low Latency Item Recommendation
Alex Shtoff, Michael Viderman, Naama Haramaty-Krasne +3
Factorization machine (FM) variants are widely used in recommendation systems that operate under strict throughput and latency requirements, such as online advertising systems. FMs…
cs.IR2024
Improving conversion rate prediction via self-supervised pre-training in online advertising
Alex Shtoff, Yohay Kaplan, Ariel Raviv
The task of predicting conversion rates (CVR) lies at the heart of online advertising systems aiming to optimize bids to meet advertiser performance requirements. Even with the rec…