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ACM Transactions on Information Systems - Volume 43 / Issue 6

Title
Authors Volume Issue Page Year PKV
FELLAS: Enhancing Federated Sequential Recommendation with LLM as External Services
Wei Yuan, Chaoqun Yang, Guanhua Ye, Tong Chen, Quoc Viet Hung Nguyen, Hongzhi Yin 43 6 1–24 2025 8.9
Average Rating: 0.0 / 5 (0 Reviews)
C2lRec: Causal Contrastive Learning for User Cold-start Recommendation with Social Variables
Xiaolong Xu, Hongsheng Dong, Haolong Xiang, Xiyuan Hu, Xiaoyong Li, Xiaoyu Xia, Xuyun Zhang, Lianyong Qi, Wanchun Dou 43 6 1–28 2025 10.92
Average Rating: 0.0 / 5 (0 Reviews)
Inter- and Intra-Similarity Preserved Counterfactual Incentive Effect Estimation for Recommendation Systems
Fan Wang, Lianyong Qi, Weiming Liu, Bowen Yu, Jintao Chen, Yanwei Xu 43 6 1–24 2025 9.88
Average Rating: 0.0 / 5 (0 Reviews)
CaGE: A Causality-inspired Graph Neural Network Explainer for Recommender Systems
Shuo Yu, Yicong Li, Shuo Wang, Tao Tang, Qiang Zhang, Jingjing Zhou, Ivan Lee, Feng Xia 43 6 1–29 2025 9.9
Average Rating: 0.0 / 5 (0 Reviews)
Causal Time-aware News Recommendations with Large Language Models
Sirui Huang, Qian Li, Haoran Yang, Dianer Yu, Qing Li, Guandong Xu 43 6 1–25 2025 8.94
Average Rating: 0.0 / 5 (0 Reviews)
Causal Structure Representation Learning of Unobserved Confounders in Latent Space for Recommendation
Hangtong Xu, Yuanbo Xu, Chaozhuo Li, Fuzhen Zhuang 43 6 1–29 2025 12.88
Average Rating: 0.0 / 5 (0 Reviews)
Mitigating Propensity Bias of Large Language Models for Recommender Systems
Guixian Zhang, Guan Yuan, Debo Cheng, Lin Liu, Jiuyong Li, Shichao Zhang 43 6 1–26 2025 13.86
Average Rating: 0.0 / 5 (0 Reviews)
Causality-Inspired Fair Representation Learning for Multimodal Recommendation
Weixin Chen, Li Chen, Yongxin Ni, Yuhan Zhao 43 6 1–29 2025 9.9
Average Rating: 0.0 / 5 (0 Reviews)
Debiased Recommendation via Wasserstein Causal Balancing
Hao Wang, Zhichao Chen, Honglei Zhang, Zhengnan Li, Licheng Pan, Haoxuan Li, Mingming Gong 43 6 1–24 2025 10.92
Average Rating: 0.0 / 5 (0 Reviews)
Genomics-Enhanced Cancer Risk Prediction for Personalized LLM-Driven Healthcare Recommender Systems
Kezhi Lu, Jie Lu, Hanshi Xu, Kairui Guo, Qian Zhang, Hua Lin, Mark Grosser, Yi Zhang, Guangquan Zhang 43 6 1–30 2025 9.94
Average Rating: 0.0 / 5 (0 Reviews)