- Research 9: Search and Recommendation (3)
- Location: Ballroom C
- Session Chair: Yong Zhang
- 83 - CAMeRA: A Mamba-based Context-aware Adaptive Multimodal Architecture for Sequential Recommendation
Hu, Bohan; Li, Yuhang; Cheng, Beijia
- 86 - Improving Question Recommendation through Oracle Recommendation Imitation
Liu, Haipeng; Long, Ting; Shan, Yixiang; Yin, Liang; Chang, Yi
- 191 - FlowRec: Prior-Informed Flow Matching for Efficient Sequential Recommendation Generation
Li, Li; Cheng, Mingyue; Ye, Yuyang; Liu, Zhiding; Chen, Enhong
- 356 - HISIR: End2End Hierarchical Intent-based Sequential Recommendation
jiang, yan; li, chao
- 648 - Low-Rank Guided Attention with Wavelet Augmentation for Sequential Recommendation
Li, Hao; Shao, Mingxing; Zhang, Tiancheng; Yu, Minghe; Geng, Xue; Yu, Ge
- 880 - Beyond Static Representation: Coarse-to-Fine Dynamic Latent Reasoning for Sequential Recommendation
Yang, Xiaochen; Xu, Yin; Wang, Xiaobei; Wang, Hao; Jiang, Zhida; Chen, Zhen; Xing, Zhaolong
- Research 10: Data Mining and Knowledge Discovery (1)
- Location: Halla A
- Session Chair: Yang-Sae Moon
- 91 - HIPPO: Enhancing the Table Understanding Capability of LLMs through Hybrid-Modal Preference Optimization
Wang, Haolan; Liu, Zhenghao; Li, Xinze; Yang, Xiaocui; Gu, Yu; Yan, Yukun; Shi, Qi; Li, Fangfang; Chen , Chong ; Yu, Ge
- 377 - HEADS: Temporal Observation Density Boosts Irregular Multivariate Time Series Forecasting
Hu, Yimian; Zhou, Jianping; Lu, Bin; Zheng, Guanjie; Fu, Luoyi; Wang, Xinbing; Zhou, Chenghu
- 530 - Cart: A Future-Oriented Text Impacts Alignment Framework for Time Series Forecasting
Gu, Hailong; Xiong, Haoran; Huang, Keyue; Zhu, Wei; Dai, Yuheng; He, Zhenying; Jing, Yinan; Zhang, Kai; Wang, X.Sean
- 542 - PyraTSG: A Hierarchical Scale Transition Framework for Dependency Modeling in Multivariate Time Series Forecasting
Dai, Yuheng; Xiong, Haoran; Gu, Hailong; He, Zhenying; Jing, Yinan; Zhang, Kai; Wang, X.Sean
- 553 - Balancing Temporal and Inter-Variable Dependencies in Multivariate Time-Series Forecasting
Ju, Jianan; Wang, Bin; Wang, Leixia ; yang, xiaochun; Li , Shangru; Feng, Bo; Chu, Boce; Zhu, Jin
- 125 - REFINE: A Resource-Efficient LLM-based Approach for Next Top-K POI Recommendation
Pan, Yihong; Wang, Qiqi; Jiang, Ziyi; Shi, Weizhe; Lin, Zhipeng; Li, Huijia; Zhao, Kaiqi
- Research 11: Data-driven AI (1)
- Location: Halla B
- Session Chair: Susik Yoon
- 213 - Legal-AP: A Framework to Enhance LLM's Legal Reasoning via Knowledge Augmentation and Adapter-wise Parametric Fusion
Chang, Ao; Chen, Yubo; Liu, Kang; Zhao, Jun
- 369 - Retrieval-augmented Diffusion Language Model for Generative Commonsense Reasoning
Fang, Yubo; Yu, Hai-Tao; Joho, Hideo; Fujita, Sumio
- 679 - DMS-ToM: Enhancing LLMs' Theory of Mind via Dramaturgy-driven Mental-state Process
Wu, Chenglong; Liao, Jinzhi; Zhao, Xiang
- 943 - Debiasing LLMs in Knowledge-Intensive Tasks via Information-Gain Guided Front-Door Adjustment
Miao, Xin; Li, Yongqi; Kang, Hankun; Xu, Mayi; Wen, Jintao; Zhu, Yuanyuan; Zhong, Ming; Jiang, Jiawei; Qian, Tieyun
- 559 - MKLoRA: Multi-Knowledge Collaboration via Intermediate Representation Splitting of LoRA
Zhang, Hong; Zhao, Feng; Zhao, Ruilin; Yang, Yu; Xu, Guandong
- Research 12: Data Mining and Knowledge Discovery (2)
- Location: Halla C
- Session Chair: Keonwook Park
- 58 - Bridging Discrete Marks and Continuous Dynamics: Dual-Path Cross-Interaction for Marked Temporal Point Processes
Yuxiang, Liu; Qiao, Liu; Tong, Luo; Yanglei, Gan; Peng, He; Yao, Liu
- 209 - From Knowledge to Causality: Distilling Temporal Knowledge for Group-Wise Granger Causal Discovery
Liu, Bo; Dai, Di; Li, Hongyan; Hong, Shenda
- 381 - A Non-Stationary Spatiotemporal Hawkes Process for Railway Delay Causality Learning
Cheng, JuBao; Zhang, Dalin; Yang, Shunjie; Peng, Yunjuan ; Li, Rong-Hua
- 431 - SAGE-LLM: Spatially-Aware Generation and Explanation via Large Language Models for Imbalanced Spatial Data Classification
Tu, Wenhui; Liu, Wei; Zhu, Huaijie; Yu, Jianxing; Yin, Jian
- 615 - Causal Inference Supervised Directed Knowledge Generation for Causal Discovery
Zhou, Xiabing; Yao, Yucheng; Zhang, Ye; Feng, Junhao; Zhang, Min
- 803 - BRep-H: A Data-Centric Framework for Structured Language-Driven BRep Representation and Reconstruction
Lou, Yunzhong; Luo, Yusheng; Song, Yu; Li, Jiahao; Li, Xueyang; Zhou, Xiangdong
- Demo Session 1: Data Systems and Query Processing
- Location: Eorimok
- Session Chair: Byungchul Tak
- 1032- AutoASD: A Unified System for Anomalous Subgraph Discovery in Financial Networks
Han, Xiaolin; Li, Yuke; Zhang, Yikun
- 1036 - Notice-augmented Real-world Audit Report Generation by Large-scale Complex Tabular Data Understanding and New Fields Discovery
Zhou, Xueyi; Ye, Pei; Chae, Dong-Kyu; Li, Zhenyu
- 1039 - RAG-Cache: Efficient Query-Specific Knowledge Caching for Retrieval Augmented Generation
Jin, Haoying; Feng, Haoyang
- 1041 - CCOptimizer: Resource Conffguration Optimizer for Model Cache Pool in Cloud
Chen, Qiming; Gu, Rong; Ji, Guoding; Huan, Chengying; Ding, Yan; Yan, Chaozhong; Huang, Gang
- 1042 - SQL-QMARS: A Query-Guided Multi-Agent Recommendation System for SQL
Xu, Jiawen; Zhou, Wei; Zheng, Yungui; Hu, Huiqi; Cai, Peng; Zhou, Xuan; Xu, Yaoqiang ; Qian, Chen
- 1043 - PJDL: Parallelizing Leapfrog Triejoin via Incremental Trie Construction and Dynamic Load Balancing
Wei, Jiaqi
- Tutorial 3
- Location: Saebyeol
- Advances in Real-Time Processing of Longitudinal Data: From Statistical and Deep Learning Methods to Applications
- Ying-Ren Chien (National Taipei University of Technology), Pavel Loskot (Zhejiang University-UIUC Institute), Yu Gao (Midea Group)