action-aware modeling 1generative networks 1sequence modeling 1short video recommendation 1temporal user behavior 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.AI2026
Action-Aware Generative Sequence Modeling for Short Video Recommendation
Wenhao Li, Zihan Lin, Zhengxiao Guo +7
The paper proposes a new recommendation model, A2Gen, that treats user actions on short videos as temporal sequences and uses attention and hierarchical encoding to predict future…
cs.IR2025
UMRE: A Unified Monotonic Transformation for Ranking Ensemble in Recommender Systems
Zhengrui Xu, Zhe Yang, Zhengxiao Guo +5
Industrial recommender systems commonly rely on ensemble sorting (ES) to combine predictions from multiple behavioral objectives. Traditionally, this process depends on manually de…
cs.IR2025
Comment Staytime Prediction with LLM-enhanced Comment Understanding
Changshuo Zhang, Zihan Lin, Shukai Liu +2
In modern online streaming platforms, the comments section plays a critical role in enhancing the overall user experience. Understanding user behavior within the comments section i…