Paper-Conference

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

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

MaskPoison: Intent-Guided Poisoning Attacks on Sequential Recommendation via Masked Discrete Diffusion

Han Zhou, Hongxu Ma, Hui Fang, Jiayu Xu, Zhu Sun

Mirroring Users： Towards Building Preference-aligned User Simulator with User Feedback in Recommendation

Tianjun Wei, Huizhong Guo, Yingpeng Du, Zhu Sun, Huang Chen, Dongxia Wang, Jie Zhang, Zhu Sun

MRP-LLM: Multitask Reflective Large Language Models for Privacy-Preserving Next POI Recommendation

Ziqing Wu, Zhu Sun, Dongxia Wang, Lu Zhang, Jie Zhang

ONE-PASS: Single Forward Pass Decoding for Listwise Reranking

Yingpeng Du, Tianjun Wei, Zhu Sun, Jie Zhang

Orthogonal Meta-learning Boosted Bayesian Optimization for Uncertain Multi-Objective Recommendation

Hongxu Wang, Yingpeng Du, Zhu Sun, Lu Zhang, Tiantian He, Yew Soon Ong

Pay Attention to Sequence Split：Uncovering the Impacts of Sub-Sequence Splitting on Sequential Recommendation Models

Yizhou Dang, Yifan Wu, Minhan Huang, Chuang Zhao, Lianbo Ma, Guibing Guo, Xingwei Wang, Zhu Sun

Personalization Matters: Benchmarking ML, DL and LLMs for Mental Health Forecasting from Smartphone Sensing Data

Kaidong Feng, Zhu Sun, Roy Ka-Wei Lee, Xun Jiang, Yin-Leng Theng, Yi Ding

Reinforcement Speculative Decoding for Fast Ranking

Yingpeng Du, Tianjun Wei, Zhu Sun, Jie Zhang, Xun Jiang

SemMark: Robust Large Language Model Watermarking via Semantic Chain-Binding

Zihao Qiang, Jipeng Qiang, Jifei Hao, Yi Zhu, Xiangyu Zhao, Zhu Sun