A survey on causal inference for recommendation

H Luo, F Zhuang, R Xie, H Zhu, D Wang, Z An, Y Xu - The Innovation, 2024 - cell.com
Causal inference has recently garnered significant interest among recommender system
(RS) researchers due to its ability to dissect cause-and-effect relationships and its broad …

Backdoor Adjustment via Group Adaptation for Debiased Coupon Recommendations

J Fang, G Zhang, Q Cui, C Tang, L Gu, L Li… - Proceedings of the …, 2024 - ojs.aaai.org
Accurate prediction of coupon usage is crucial for promoting user consumption through
targeted coupon recommendations. However, in real-world coupon recommendations, the …

LabelCraft: Empowering Short Video Recommendations with Automated Label Crafting

Y Bai, Y Zhang, J Lu, J Chang, X Zang, Y Niu… - Proceedings of the 17th …, 2024 - dl.acm.org
Short video recommendations often face limitations due to the quality of user feedback,
which may not accurately depict user interests. To tackle this challenge, a new task has …

[PDF][PDF] Formulating Video Watch Success Signals for Recommendations on Short Video Platforms.

S Saket, SBR Velugoti, R Mehrotra - LERI@ RecSys, 2023 - ceur-ws.org
With the rising prominence of short video platforms, the challenge of effective content
recommendation has become more pressing, especially given the diverse range of video …

Teleporter Theory: A General and Simple Approach for Modeling Cross-World Counterfactual Causality

J Li, B Qin, Q Ji, Y Li, W Qiang, J Cao, F Xu - arXiv preprint arXiv …, 2024 - arxiv.org
Leveraging the development of structural causal model (SCM), researchers can establish
graphical models for exploring the causal mechanisms behind machine learning …

A Study on the Video-making Features and Dissemination Efficiency of Short Videos Based on a Causal Transformer

J Deng, Z Wang - IEEE Access, 2023 - ieeexplore.ieee.org
Short video has attracted many users with its unique phantom manufacture and image
production, but due to the limitation in data collection and analysis, the video-making …