Causal Representation Learning for Out-of-Distribution Recommendation. - Wenjie Wang 007; Xinyu Lin 001; Fuli Feng; Xiangnan He 001; Min Lin; Tat-Seng Chua (WWW, 2022)

Popularity-aware Distributionally Robust Optimization for Recommendation System. - Jujia Zhao; Wenjie Wang 007; Xinyu Lin 001; Leigang Qu; Jizhi Zhang; Tat-Seng Chua (CIKM, 2023)

Equivariant Learning for Out-of-Distribution Cold-start Recommendation. - Wenjie Wang 007; Xinyu Lin 001; Liuhui Wang; Fuli Feng; Yinwei Wei; Tat-Seng Chua (ACM Multimedia, 2023)

Diffusion Recommender Model. - Wenjie Wang 007; Yiyan Xu; Fuli Feng; Xinyu Lin 001; Xiangnan He 001; Tat-Seng Chua (SIGIR, 2023)

Generative Recommendation: Towards Next-generation Recommender Paradigm. - Wenjie Wang 007; Xinyu Lin 001; Fuli Feng; Xiangnan He 001; Tat-Seng Chua (CoRR, 2023)

A Multi-facet Paradigm to Bridge Large Language Model and Recommendation. - Xinyu Lin 001; Wenjie Wang 007; Yongqi Li 001; Fuli Feng; See-Kiong Ng; Tat-Seng Chua (CoRR, 2023)

Mitigating Spurious Correlations for Self-supervised Recommendation. - Xinyu Lin 001; Yiyan Xu; Wenjie Wang 007; Yang Zhang 072; Fuli Feng (Mach. Intell. Res., 2023)

Temporally and Distributionally Robust Optimization for Cold-Start Recommendation. - Xinyu Lin 001; Wenjie Wang 007; Jujia Zhao; Yongqi Li 001; Fuli Feng; Tat-Seng Chua (AAAI, 2024)

Learnable Item Tokenization for Generative Recommendation. - Wenjie Wang 007; Honghui Bao; Xinyu Lin 001; Jizhi Zhang; Yongqi Li 001; Fuli Feng; See-Kiong Ng; Tat-Seng Chua (CIKM, 2024)

Bridging Items and Language: A Transition Paradigm for Large Language Model-Based Recommendation. - Xinyu Lin 001; Wenjie Wang 007; Yongqi Li 001; Fuli Feng; See-Kiong Ng; Tat-Seng Chua (KDD, 2024)

Large Language Models for Recommendation: Past, Present, and Future. - Keqin Bao; Jizhi Zhang; Xinyu Lin 001; Yang Zhang 072; Wenjie Wang 007; Fuli Feng (SIGIR, 2024)

Data-efficient Fine-tuning for LLM-based Recommendation. - Xinyu Lin 001; Wenjie Wang 007; Yongqi Li 001; Shuo Yang 006; Fuli Feng; Yinwei Wei; Tat-Seng Chua (SIGIR, 2024)

The 2nd Workshop on Recommendation with Generative Models. - Wenjie Wang 007; Yang Zhang 072; Xinyu Lin 001; Fuli Feng; Weiwen Liu; Yong Liu 020; Xiangyu Zhao 001; Wayne Xin Zhao; Yang Song 008; Xiangnan He 001 (WWW (Companion Volume), 2024)

A Survey of Generative Search and Recommendation in the Era of Large Language Models. - Yongqi Li 001; Xinyu Lin 001; Wenjie Wang 007; Fuli Feng; Liang Pang; Wenjie Li 002; Liqiang Nie; Xiangnan He 001; Tat-Seng Chua (CoRR, 2024)

Causal Disentangled Recommendation against User Preference Shifts. - Wenjie Wang 007; Xinyu Lin 001; Liuhui Wang; Fuli Feng; Yunshan Ma; Tat-Seng Chua (ACM Trans. Inf. Syst., 2024)

Efficient Inference for Large Language Model-based Generative Recommendation. - Xinyu Lin 001; Chaoqun Yang 002; Wenjie Wang 007; Yongqi Li 001; Cunxiao Du; Fuli Feng; See-Kiong Ng; Tat-Seng Chua (ICLR, 2025)

Collaboration of Large Language Models and Small Recommendation Models for Device-Cloud Recommendation. - Zheqi Lv; Tianyu Zhan; Wenjie Wang 007; Xinyu Lin 001; Shengyu Zhang 001; Wenqiao Zhang; Jiwei Li 001; Kun Kuang; Fei Wu 001 (KDD (1), 2025)

Navigating Large Language Models for Recommendation: From Architecture to Learning Paradigms and Deployment. - Xinyu Lin 001; Keqin Bao; Jizhi Zhang; Yang Zhang 072; Wenjie Wang 007; Fuli Feng (SIGIR, 2025)

Order-agnostic Identifier for Large Language Model-based Generative Recommendation. - Xinyu Lin 001; Haihan Shi; Wenjie Wang 007; Fuli Feng; Qifan Wang 001; See-Kiong Ng; Tat-Seng Chua (SIGIR, 2025)

Generative Recommendation: Towards Personalized Multimodal Content Generation. - Wenjie Wang 007; Xinyu Lin 001; Fuli Feng; Xiangnan He 001; Tat-Seng Chua (WWW (Companion Volume), 2025)

The 3rd Workshop on Personal Intelligence with Generative AI. - Yang Zhang 072; Wenjie Wang 007; Xinyu Lin 001; Fuli Feng; Hongzhi Yin; Wayne Xin Zhao; Lina Yao 001; Yang Song 008; Xiangnan He 001 (WWW (Companion Volume), 2025)

R2ec: Towards Large Recommender Models with Reasoning. - Runyang You; Yongqi Li 001; Xinyu Lin 001; Xin Zhang 097; Wenjie Wang 007; Wenjie Li 002; Liqiang Nie (CoRR, 2025)

EARN: Efficient Inference Acceleration for LLM-based Generative Recommendation by Register Tokens. - Chaoqun Yang 002; Xinyu Lin 001; Wenjie Wang 007; Yongqi Li 001; Teng Sun; Xianjing Han; Tat-Seng Chua (CoRR, 2025)

Navigating Through Paper Flood: Advancing LLM-based Paper Evaluation through Domain-Aware Retrieval and Latent Reasoning. - Wuqiang Zheng; Yiyan Xu; Xinyu Lin 001; Chongming Gao; Wenjie Wang 007; Fuli Feng (CoRR, 2025)