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• Adaptive Diffusion-based Augmentation for Recommendation

  Na Li, Fanghui Sun, Yan Zou, Yangfu Zhu, Xiatian Zhu, Ying Ma

  15117-15125

  2026-03-14

• Multiplex Heterogeneous Graph Neural Networks with Euclidean-Riemannian Mutual Space Synergy

  Xiang Li, Yuan Cao, Zhongying Zhao, Guoqing Chao, Yanwei Yu

  15126-15134

  2026-03-14

• 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

  15306-15314

  2026-03-14

• MIGDiff: Multi-attributes Imputations for Attribute-missing Graphs via Graph Denoising Diffusion Model

  Ye Liu, Yang Chen, Hongmin Cai

  15369-15376

  2026-03-14

• SciMKG: A Multimodal Knowledge Graph for Science Education with Text, Image, Video and Audio

  Tong Lu, Zhichun Wang, Yaoyu Zhou, Yiming Guan, Zhiyong Bai, Junsheng Du

  15466-15474

  2026-03-14

• Revisiting Fairness-aware Interactive Recommendation: Item Lifecycle as a Control Knob

  Yun Lu, Xiaoyu Shi, Hong Xie, Chongjun Xia, Zhenhui Gong, Mingsheng Shang

  15475-15482

  2026-03-14

• ConvMix: A Mixed-Criteria Data Augmentation Framework for Conversational Dense Retrieval

  Fengran Mo, Jinghan Zhang, Yuchen Hui, Jia Ao Sun, Zhichao Xu, Zhan Su, Jian-Yun Nie

  15555-15563

  2026-03-14

• Bidirectional Counterfactual Distillation for Review-Based Recommendation

  Sheng Sang, Shujie Li, Shuaiyang Li, Kang Liu, Teng Li, Wei Jia, Dan Guo, Feng Xue

  15680-15688

  2026-03-14

• Task-Aware Meta-Learning on Heterogeneous Knowledge Graph for POI Recommendation

  Jingyuan Wang, Zhichun Wang, Tong Lu, Yiming Guan

  15833-15840

  2026-03-14

• Assessing LLMs for Serendipity Discovery in Knowledge Graphs: A Case for Drug Repurposing

  Mengying Wang, Chenhui Ma, Ao Jiao, Tuo Liang, Pengjun Lu, Shrinidhi Hegde, Yu Yin, Evren Gurkan-Cavusoglu, Yinghui Wu

  15860-15867

  2026-03-14

• ArchRAG: Attributed Community-based Hierarchical Retrieval-Augmented Generation

  Shu Wang, Yixiang Fang, Yingli Zhou, Xilin Liu, Yuchi Ma

  15868-15876

  2026-03-14

• MSR-Rec: Multi-Step Reasoning-Enhanced LLM for Sequential Recommendation

  Tuo Wang, Meng Jian, Ge Shi, Lifang Wu, Yashen Wang

  15877-15885

  2026-03-14

• Bid Farewell to Seesaw: Towards Accurate Long-Tail Session-Based Recommendation via Dual Constraints of Hybrid Intents

  Xiao Wang, Ke Qin, Dongyang Zhang, Xiurui Xie, Shuang Liang

  15895-15903

  2026-03-14

• T-Retriever: Tree-based Hierarchical Retrieval Augmented Generation for Textual Graphs

  Chunyu Wei, Huaiyu Qin, Siyuan He, Yunhai Wang, Yueguo Chen

  15924-15932

  2026-03-14

• Align³GR: Unified Multi-Level Alignment for LLM-based Generative Recommendation

  Wencai Ye, Mingjie Sun, Shuhang Chen, Wenjin Wu, Peng Jiang

  16154-16162

  2026-03-14

• Rethinking Crystal Symmetry Prediction: A Decoupled Perspective

  Liheng Yu, Zhe Zhao, Xucong Wang, Di Wu, Pengkun Wang

  16208-16216

  2026-03-14

• Multi-Aspect Cross-modal Quantization for Generative Recommendation

  Fuwei Zhang, Xiaoyu Liu, Dongbo Xi, Jishen Yin, Huan Chen, Peng Yan, Fuzhen Zhuang, Zhao Zhang

  16271-16279

  2026-03-14

• MARS: Multi-Agent Adaptive Reasoning with Socratic Guidance for Automated Prompt Optimization

  Jian Zhang, Zhangqi Wang, Haiping Zhu, Kangda Cheng, Kai He, Bo Li, Qika Lin, Jun Liu, Erik Cambria

  16307-16315

  2026-03-14

• MAPS: Multi-Agent Personality Shaping for Collaborative Reasoning

  Jian Zhang, Zhiyuan Wang, Zhangqi Wang, Fangzhi Xu, Qika Lin, Lingling Zhang, Rui Mao, Erik Cambria, Jun Liu

  16316-16324

  2026-03-14

• Diversity Recommendation via Causal Deconfounding of Co-purchase Relations and Counterfactual Exposure

  Jingmao Zhang, Zhiting Zhao, Yunqi Lin, Jianghong Ma, Tianjun Wei, Haijun Zhang, Xiaofeng Zhang

  16325-16333

  2026-03-14

• Binary Message Passing for Generalizable Semi-Supervised Graph Anomaly Detection

  Jingyuan Zhang, Xin Wang, Lei Yu, Li Yang, Fengjun Zhang

  16334-16342

  2026-03-14

• Evidence-aware Integration and Domain Identification of Spatial Transcriptomics Data

  Wei Zhang, Siyu Yi, Lezhi Chen, Yifan Wang, Ziyue Qiao, Yongdao Zhou, Wei Ju

  16352-16360

  2026-03-14

• Improving Region Representation Learning from Urban Imagery with Noisy Long-Caption Supervision

  Yimei Zhang, Guojiang Shen, Kaili Ning, Tongwei Ren, Xuebo Qiu, Mengmeng Wang, Xiangjie Kong

  16397-16405

  2026-03-14

• MusicRec: Multi-modal Semantic-Enhanced Identifier with Collaborative Signals for Generative Recommendation

  Yuqiu Zhao, Lei Shi, Yan Zhong, Feifei Kou, Pengfei Zhang, Jiwei Zhang, Mingying Xu, Yanchao Liu

  16459-16467

  2026-03-14

• IdeFN: Identifying Unclicked Space False Negatives via Relaxed Partial Optimal Transport for Conversion Rate Prediction

  Weiyi Zhong, Weiming Liu, Lianyong Qi, Xiaoran Zhao, Xiaolong Xu, Haolong Xiang, Yang Cao, Shichao Pei, Qiang Ni

  16504-16512

  2026-03-14