Paper-Conference

Model-Agnostic Social Network Refinement with Diffusion Models for Robust Social Recommendation
“Social recommendations (SRs) aim to enhance preference modeling by integrating social networks. However, their effectiveness is …
Youchen Sun, Zhu Sun, Yingpeng Du, Jie Zhang, Yew-Soon Ong
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Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation
Emerging advancements in large language models (LLMs) show significant potential for enhancing recommendations. However, prompt-based …
Ziyan Wang, Yingpeng Du, Zhu Sun, Haoyan Chua, Kaidong Feng, Wenya Wang, Jie Zhang
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Adaptive In-Context Learning with Large Language Models for Bundle Generation
Zhu Sun, Kaidong Feng, Jie Yang, Xinghua Qu, Hui Fang, Yew-Soon Ong, Wenyuan Liu
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An Empirical Analysis on Multi-turn Conversational Recommender Systems
Lu Zhang, Chen Li, Yu Lei, Zhu Sun, Guanfeng Liu
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Breaking the Silence: Whisper-Driven Emotion Recognition in AI Mental Support Models
Xinghua Qu, Zhu Sun, Shanshan Feng, Caishun Chen, Tian Tian
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Configurable Fairness for New Item Recommendation Considering Entry Time of Items
Huizhong Guo, Dongxia Wang, Zhu Sun, Haonan Zhang, Jinfeng Liu, Jie Zhang
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Disentangled Multi-interest Representation Learning for Sequential Recommendation
Yingpeng Du, Ziyan Wang, Zhu Sun, Yining Ma, Hongzhi Liu, Jie Zhang
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Large Language Models for Intent-Driven Session Recommendations
Zhu Sun, Hongyang Liu, Xinghua Qu, Kaidong Feng, Yan Wang, Yew Soon Ong
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Self-Supervised Denoising through Independent Cascade Graph Augmentation for Robust Social Recommendation
Youchen Sun, Zhu Sun, Yingpeng Du, Jie Zhang, Yew-Soon Ong
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Unified Denoising Training for Recommendation
Haoyan Chua, Yingpeng Du, Zhu Sun, Ziyan Wang, Jie Zhang, Yew-Soon Ong
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