Paper-Conference

A Product Manifold Method for Feature Selection

Mao Li, Zhilong Mi, Yingpeng Du, Yifan Cao, Qingcai He, Yin Ziqiao, Binghui Guo, Zhu Sun

Adaptive and Representative Multi-Interest Modeling for Recommendation with Large Language Model

Emerging advancements in large language models (LLMs) show significant potential for enhancing recommendations. However, prompt-based …

Ziyan Wang, Yingpeng Du, Tianjun Wei, Haoyan Chua, Jieyi Bi, Jie Zhang, Zhu Sun

Agent4POI: Agentic context-conditioned affordance reasoning for Multimodal Point-of-Interest Recommendation

Jinze Wang, Yangchen Zeng, Tiehua Zhang, Lu Zhang, Yuze Liu, Yongchao Liu, Xingjun Ma, Zhu Sun

Diagnostic-Guided Dynamic Profile Optimization for LLM-based User Simulators in Sequential Recommendation

Hongyang Liu, Zhu Sun, Tianjun Wei, Yan Wang, Jiajie Zhu, Xinghua Qu

Dynamic Experts Synergy for Multi-Task Recommendation

Haotian Wu, Yingpeng Du, Zhu Sun, Jie Zhang, Puay Siew Tan

Enhancing Protein Representation Learning via Manifold Restore Mixing

Yizhou Dang, Chuang Zhao, Lianbo Ma, Guibing Guo, Xingwei Wang, Zhu Sun

Fusion and Alignment Enhancement with Large Language Models for Tail-item Sequential Recommendation

Zhifu Wei, Yizhou Dang, Guibing Guo, Chuang Zhao, Zhu Sun

G²PRO: Gradient-guided Graph Prompt Optimization for LLM-based POI Recommendation

Nan Jiang, Haitao Yuan, Tianjun Wei, Yingpeng Du, Jianing Si, Minxiao Chen, Jie Zhang, Zhu Sun

HyMoERec: Hybrid Mixture-of-Experts for Sequential Recommendation

Kunrong Li, Zhu Sun, Kwan Hui Lim

iTIMO：An LLM-empowered Synthesis Dataset for Travel Itinerary Modification

Zhuoxuan Huang, Yunshan Ma, Hongyu Zhang, Hua Ma, Zhu Sun