Program Detail

IMMDP 2026: IEEE BigComp 2026 Workshop on Intelligent Multi-Modal Data Processing (3306+3307)

• Natural Language to SQL Translation through Understanding Data Systems
  Zhenying He (Fudan University)
• Resilience Analysis of Multilayer Complex Networks via High-Order Failure Structures
  Jianfeng Guan (Beijing University of Posts and Telecommunications)
• BAG: A Bound-Aware Graph Partitioned Index for Spatial Queries over Moving Objects on Road Networks
  Ziqiang Yu (Yantai University)
• Efficient and Robust Deep Semantic Fusion and Representation Learning for Cross-modal Retrieval and Mining
  Meiyu Liang (Beijing University of Posts and Telecommunications)
• Phase-Harmonized Transformer for Robust Synthetic Image Detection
  Wenqi Ren (Sun Yat-sen University)

DFPTNA 2026: IEEE BigComp 2026 Workshop on Data Fusion and Privacy Techniques for Novel Applications (3308+3309)

• Simulation Intelligent Fusion for Industrial Applications
  Haisheng Li (Beijing University of Business and Technology)
• Efficient Distributed Mini-batch GNN Training with Decentralized Batch Processing
  Yingxia Shao (Beijing University of Posts and Telecommunications)
• High-Performance General-Purpose Data Processing with Ray Tracing Cores
  Kai Zhang (Fudan University)
• Towards Trustworthy Graph Analytics with Cohesive Structures
  Kai Wang (Shanghai Jiao Tong University)
• Multimodal Data Fusion in Urban Computing: From Deep Learning to Large Models
  Yuxuan Liang (Hong Kong University of Science and Technology (Guangzhou))

Concept 2026: The 6th International Workshop on Conceptual Model (3306+3307)

• TBD
  

EDRL 2026: IEEE BigComp 2026 Workshop on Efficient Data Representation and Learning (3308+3309)

• TTParser: Leveraging LLM for Enhanced Mapping of ATT&CK Tactics, Techniques, and Procedures in Unstructured Cyber Threat Intelligence
  Yongxin Cai (Guangzhou University), Huacong Zhou (Guangzhou University), Zeyan Wang (Guangzhou University), Jingchao Chen (Guangzhou University), Zhenqi Cai (Guangzhou University), Jing Qiu (Guangzhou University), Zhe Li (Hebei Utilization and Planning Institute of Natural Resources)
• Pairwise Judgment Formulation for Semantic Embedding Model in Web Search
  Mengze Hong (Hong Kong Polytechnic University), Di Jiang (Hong Kong Polytechnic University), Zichang Guo (Hong Kong Polytechnic University), Chen Jason Zhang (Hong Kong Polytechnic University)
• Trust-free Personalized Decentralized Learning
  Yawen Li (Beijing University of Posts and Telecommunications), Yan Li (Beijing University of Posts and Telecommunications), Junping Du (Beijing University of Posts and Telecommunications), Yingxia Shao (Beijing University of Posts and Telecommunications), Meiyu Liang (Beijing University of Posts and Telecommunications), Guanhua Ye (Beijing University of Posts and Telecommunications)
• Enhancing GNN Learning on Relational Databases using Semantic Clustering-based Graph Enrichment
  Hwiseung Son (Sungkyunkwan University), Kunyoung Kim (Sungkyunkwan University), Donggyu Kim (Sungkyunkwan University), Mye Sohn (Sungkyunkwan University)
• MiENet: A Mixture Expert Network for Dynamic Computing Resource Prediction
  Mingdong He (Guangdong Power Grid Corporation), Zhaoyi Yang (Guangdong Power Grid Corporation), Chuangye Zhao (Guangdong Power Grid Corporation), Lei Xu (Guangdong Power Grid Corporation), Hao Wei (Guangdong Power Grid Corporation), Bo Li (Guangdong Power Grid Corporation), Xiaobo Huang (Guangdong Power Grid Corporation), Liquan Luo (Guangdong Power Grid Corporation)

Tutorial 1 (3301+3302)

• Title: 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 (ZJU-UIUC Institute), Yu Gao (Midea Group)

Tutorial 2 (3306+3307)

• Title: Time Series Analytics: Challenges, Foundation Models, and Benchmarking
  Jilin Hu (East China Normal University), Yang Shu (East China Normal University)

Tutorial 3 (3308+3309)

• Title: AI-Enhanced ESG Data Management: Lifecycle, Challenges, and Large Language Model Frameworks
  Zhengyi Yang (UNSW Sydney), Xiwei (Sherry) Xu (CSIRO’s Data61), Youqing Fan (Western Sydney University)

Opening (Qinghe Hall)

Keynote Speech 1 (Qinghe Hall)

• Title: Evolution of Networking Stacks into the Cloud
  Speaker: Prof. Sue Moon (Korea Advanced Institute of Science and Technology, KAIST)

Session 1A (3306+3307): Time Series & Spatial Data

• Bridging Trend and Periodic Feature for Long-Term Time Series Forecasting
  Xingzhi Jing (Beijing University of Posts and Telecommunications), Yingxia Shao (Beijing University of Posts and Telecommunications), Yawen Li (Beijing University of Posts and Telecommunications), Siyu Lou (Beijing University of Posts and Telecommunications), Zhe Xue (Beijing University of Posts and Telecommunications) and Guanhua Ye (Beijing University of Posts and Telecommunications)
• Advancing CNNs for Time Series Anomaly Detection: A Multi-Scale Contrastive Learning Framework
  Hailong Gu (Fudan University), Haoran Xiong (Fudan University), Yuheng Dai (Fudan University), Zhipeng Xie (Fudan University), Zhenying He (Fudan University), X.Sean Wang (Fudan University) and Jinbao Li (Qilu University of Technology)
• A Graph-based Framework for Online Time Series Anomaly Detection Using Model Ensemble
  Zewei Yu (Nanjing University of Aeronautics and Astronautics), Jianqiu Xu (Nanjing University of Aeronautics and Astronautics) and Caimin Li (Nanjing Normal University)
• A Survey on Deep Leaning Models for Anomaly Trajectory Detection
  Chenxi Liu (Ocean University of China), Bohan Zhang (Ocean University of China) and Yanwei Yu (Ocean University of China)
• GGTP: Generative Game-Theoretic Prediction for Adversarial Autonomous Driving Validation
  Peiyan Song (Brown University) and Hao Zhang (Carnegie Mellon University)

Session 1B (3308+3309): LLM-based Data Analysis

• Schedroid: LLM-Based Interactive Scheduling for Smart Manufacturing
  Lilin Xu (Zhejiang University), Jingyan Zhu (Zhejiang University), Ziyang Xiao (Zhejiang University), Jingrong Xie (Zhejiang University), Shisi Guan (Zhejiang University), Han Wu (Huawei Noah’s Ark Lab), Xiaojin Fu (Huawei Noah’s Ark Lab), Wingyin Yu (Huawei Noah’s Ark Lab), Xiongwei Han (Huawei Noah’s Ark Lab), Tao Zhong (Huawei Noah’s Ark Lab), Mingxuan Yuan (Huawei Noah’s Ark Lab), Gang Chen (Zhejiang University) and Dongxiang Zhang (Zhejiang University)
• Mitigating Understanding Bias: Explicit Meta Enhancement in LLM-based Table Reasoning
  Jiaying Lin (The University of Science and Technology of China), Qingyang Mao (The University of Science and Technology of China), Mingyue Cheng (The University of Science and Technology of China) and Qi Liu (The University of Science and Technology of China)
• ForexAgent: Identifying Trading Strategies in Forex Markets with Large Language Models
  Xin Shu (University of New South Wales), Mingchen Ju (University of New South Wales), Zebin Chen (University of New South Wales), Yi Ding (University of New South Wales), Wangtong Zhang (University of California, Berkeley), Dong Wen (University of New South Wales) and Zhengyi Yang (University of New South Wales)
• Beyond Translation: Exploring LLM-based Multilingual Cognitive Behavioral Therapy
  Hyeonbeen Lee (Incheon National University) and Jangho Lee (Incheon National University)
• Better Together: Hybridizing Encoders and LLMs for Unseen Biomedical Texts
  Goun Pyeon (Chungnam National University), Hyeonseok Kang (Chungnam National University) and Sangkeun Jung (Chungnam National University)

Session 2A (3306+3307): Graphs

• Contrastive Learning-based Self-Supervised Community Search in Attributed Heterogeneous Information Networks
  Yuan Li (North China University of Technology), Jianpeng Sun (North China University of Technology), Guoli Yang (Advanced Institute of Big Data) and Yuhai Zhao (Northeastern University)
• H-MGC: Multi-Scale Graph Clustering through Adaptive Motif Resolution Fusion
  Ao Shen (Beijing University of Posts and Telecommunications) and Jianfeng Guan (Beijing University of Posts and Telecommunications)
• A Fusion Model to Cognize the Structure of Heterogeneous Graph for Public Safety Scenarios
  Jin Yu (School of Computer Science (National Pilot School of Software Engineering)), Junping Du (Beijing University of Posts and Telecommunications) and Meiyu Liang (Beijing University of Posts and Telecommunications)
• Knowledge Graph Enhanced Large Language Models for Traditional Chinese Medicine Question-Answering
  Qiran Yang (Yanshan University), Jingxuan Han (Yanshan University), Huazhe Wang (Yanshan University), Shujie Xia (Fujian University of Traditional Chinese Medicine), Jinyi Long (Jinan University), Jia Zhang (Jinan University) and Guodong Du (Yanshan University)

Session 2B (3308+3309): LLM

• Making Low-Saliency Context Exert Its Effect: Multi-prompt Context-aware Contrastive Decoding
  Mingzhao Li (Beijing University of Posts and Telecommunications), Zhe Xue (Beijing University of Posts and Telecommunications), Jinyuan Li (Beijing University of Posts and Telecommunications), Meiyu Liang (Beijing University of Posts and Telecommunications) and Ziqiang Yu (Yantai University)
• Investigating Evolutionary Characteristics of Deep Learning Framework Bugs in the Large Language Model Era
  Kaishen Xie (Wuhan University of Technology), Jiale Shen (Wuhan University of Technology), Hao Zhou (Wuhan University of Technology) and Fuyang Li (Wuhan University of Technology)
• Linear Separability and Feature Importance Analysis in Large Language Model Representation Spaces
  Jea Sung Kim (Semyung University) and Suan Lee (Semyung University)
• Calibrated Query Augmentation and Dual Preference Alignment for Retrieval-Augmented Generation
  Junjiang Wu (Beijing University of Posts and Telecommunications), Zhe Xue (Beijing University of Posts and Telecommunications), Shilong Ou (Beijing University of Posts and Telecommunications), Liang Yu (Inspur Computer Technology Co., Ltd), Yingxia Shao (Beijing University of Posts and Telecommunications) and Guanhua Ye (Beijing University of Posts and Telecommunications)

Reception

Tutorial 4 (Qinghe Hall)

• Efficient Compression and Queries of Large Graphs
  Fan Zhang (Guangzhou University); Qingshuai Feng (Great Bay University)

Keynote Speech 2 (Qinghe Hall)

• Title: Geospatial Entity Representation and City Foundation Models
  Speaker: Prof. Gao Cong (Nanyang Technological University)

Session 3A (3306+3307): IR & Recommendation

• MLego: Fast and Scalable Analytic Queries through Model Materialization and Reuse
  Fei Ye (Fudan University), Lu Jia (CDF Sunrise Internet Technology Co., Ltd.), Bin Huang (CDF Sunrise Internet Technology Co., Ltd.), Zhenying He (Fudan University), Yinan Jing (Fudan University), Kai Zhang (Fudan University) and X. Sean Wang (Fudan University)
• Tool-Augmented Multi-Turn Academic Paper Recommendation via Reinforcement Learning
  Jiarong Zhang (Beijing University of Posts and Telecommunications), Jun-Ping Du (Beijing University of Posts and Telecommunications), Zhe Xue (Beijing University of Posts and Telecommunications), Guanhua Ye (Beijing University of Posts and Telecommunications) and Yingxia Shao (Beijing University of Posts and Telecommunications)
• MGMMD: Multi-Grained Multi-Modal Diffusion Model for Text-Video Cross-Modal Retrieval
  Ruoyu Fan (Beijing University of Posts and Telecommunications), Meiyu Liang (Beijing University of Posts and Telecommunications), Yuxuan Li (Beijing University of Posts and Telecommunications), Zhe Xue (Beijing University of Posts and Telecommunications) and Xueying Liu (Shandong University)
• Enhancing the Efficiency of Answering High-dimensional Why-not kNN Questions
  Qi Cao (Fudan University), Fei Ye (Fudan University), Lu Jia (CDF Sunrise Internet Technology Co., Ltd.), Bin Huang (CDF Sunrise Internet Technology Co., Ltd.), Zhenying He (Fudan University), Yinan Jing (Fudan University), Kai Zhang (Fudan University) and X. Sean Wang (Fudan University)
• Distributed Processing of kNN Queries over Moving Objects on Dynamic Road Networks
  Mingjin Tao (Yantai University), Kailin Jiao (Yantai University), Yawen Li (Beijing University of Posts and Telecommunications), Wei Liu (Yantai University) and Ziqiang Yu (Yantai University)

Session 3B (3308+3309): AI in Industrial Applications

• Dynamic Pod Configuration for FPS-Compliant Split Computing in AI-RAN
  Daeyoung Jung (Korea University), Haneul Ko (Kyung Hee University), Daesik Kim (Korea University), Minji Bang (Korea University) and Sangheon Pack (Korea University)
• Exploring Cost-Efficient and Resource-Optimized Kubernetes Deployments in Multi-Region Settings
  Richard Sinnott (University of Melbourne) and Lixinqian Yu (University of Melbourne)
• Intelligent Stuck Pipe Risk Prediction Based on Dynamic Condition Recognition and Multi-Source Data Fusion
  Jiangyue Liu (Xidian University), Yingfeng Li (Institute of Drilling Engineering Technology, Sinopec Zhongyuan Oil-field Service Corporation), Wentao Guan (Institute of Drilling Engineering Technology, Sinopec Zhongyuan Oil-field Service Corporation), Chuanyang Li (Institute of Drilling Engineering Technology, Sinopec Zhongyuan Oil-field Service Corporation), Chen Zhang (Institute of Drilling Engineering Technology, Sinopec Zhongyuan Oil-field Service Corporation) and Xiubin Zhu (Xidian University)
• Physics-Consistent Hybrid AI for Quantum Device Manufacturing
  Hyeyoung Lee (Korea University) and Muhammad Nadeem (SPILab Corporation)
• A Framework for Hallucination-Mitigating Manufacturing Anomaly Detection
  Seongmin Han (Korea University), Jonghwa Shim (Korea University) and Eenjun Hwang (Korea University)

Poster & Demo Sessions (Lobby)

Poster Papers

• Evaluating Robustness and Generalization in LLMs under Adversarial and Real-World Conditions
  Yigit Demirsan (Ozyegin University) and Olcay Taner Yildiz (Ozyegin University)
• Chaos-Aided Image Encryption in the Complex-Valued Domain
  Ying Wang, Ying Xu, Hao Cheng, Jihang Luo, Guoxia Jia, Weixiang Chen, Shuwen Zeng, Meng Xu and Yin Li (The First Affiliated Hospital of Jinan University / Jinan University)
• CTLKE: Keyphrase Extraction Agent for Chinese Technical Literature
  Taorui Chen (South China University of Technology), Jianqiang Xiao (Harbin Institute of Technology) and Huan Wang (Industrial Technology Research Center)
• Edge-Gated Graph Attention Network for Graph Classification
  Chi Chen, Shiyu Hou, Ye Yuan (Beijing Institute of Technology), Guangqing Zhong (Fabarta Co., Ltd.) and Lianpeng Qiao (Beijing Institute of Technology)
• Multi-Modal Semantics Enhanced Graph Convolutional Network for Session-Based Recommendation
  Chuanxu Jia, Jinyu Zhang, Hui Zhou and Zhongying Zhao (Shandong University of Science and Technology)
• ESG-LLM: An Instruction-Finetuned Large Language Model for Corporate ESG Scoring
  Yawen Li, Weitao Wang, Mengyu Zhuang and Taikang Tian (Beijing University of Posts and Telecommunications)
• Quantum Machine Learning-aided Personalized Federated Learning for Big Data
  Hieu Nguyen Doan, Xuan-Tung Nguyen (Phenikaa University), Joon-Ho Kwon and Won-Joo Hwang (Pusan National University)
• A Novel Large-Small Model Collaboration Framework for Code Generation: Balancing Cost and Accuracy
  Chengming Liu, Shiran Tao, Chenxuan Hu and Fuyang Li (Wuhan University of Technology)
• Optimizing Random Forest Hyperparameters: A Theoretical and Empirical Analysis of Variance Scaling
  Imani Beckett (University of California San Diego)

Demo Papers

• Building Futures: LLM-Guided Career Pathways for Australia's Construction Graduates
  Yi Ding, Diya Yan, Xushuo Tang, Ziyao Lu, Wenqian Zhang, Riza Y. Sunindijo, Cynthia C. Wang and Zhengyi Yang (University of New South Wales)
• SDMC: a System for Analyzing Supply-Demand Matching in Community Life Circles
  Zhangjun Wang, Kaikai Guo, Hongmei Chen and Lobsangtashi (Yunnan University)
• VARTS: a Tool for the Visualization and Analysis of Representative Time Series Data
  Duosi Jin, Jianqiu Xu (Nanjing University of Aeronautics and Astronautics) and Guidong Zhang (Guangdong University of Technology)
• A Tool for Semantic-Aware Spatial Corpus Construction
  Wei Huang, Xieyang Wang, Jianqiu Xu (Nanjing University of Aeronautics and Astronautics) and Guidong Zhang (Guangdong University of Technology)

Banquet (Qinghe Hall)

Keynote Speech 3 (Qinghe Hall)

• Title: Innovation and Practice of AI Infrastructure for Multi-modal Data Processing Needs
  Speaker: Prof. Wenchao Zhou (Alibaba Cloud Intelligence)

Session 4A (3306+3307): NLP & LLM Applications

• A Linguistic Analysis of Human and LLM Annotations on English Sentence Difficulty
  Yerim Han (Chungnam National University) and Sangkeun Jung (Chungnam National University)
• High-Quality Portrait Generation with Facial Semantic Prior Guidance
  Yilu Chen (Nanjing University of Science and Technology), Haijie Yang (Nanjing University of Science and Technology), Yi Pan (Nanjing University of Science and Technology) and Jianjun Qian (Nanjing University of Science and Technology)
• HybPashto-POS: A Hybrid Framework for Improved Part of Speech Tagging in the Low-Resourced Pashto Language
  Yar Muhammad (Beihang University), Richong Zhang (Beihang University) and Asmat Ullah (Beihang University)
• Improving Relational Deep Learning via Language Model-based Graph Augmentation
  Kunyoung Kim (Sungkyunkwan University), Hwiseung Son (Sungkyunkwan University) and Mye Sohn (Sungkyunkwan University)
• PLiTS-Net: A PLM-Conditioned Liquid Thread Network for Social Media Sentiment Analysis
  Wanfeng Ding (Monash University) and Hanif Bhuiyan (City of Gold Coast)

Session 4B (3308+3309): Security & Privacy

• Scalable and Efficient Unbalanced PSI from FHE with Client Friendly Overhead
  Jinmao Song (Dongguan University of Technology), Jia-Nan Liu (Dongguan University of Technology), Minhua Su (Dongguan University of Technology), Jinlong Zheng (Dongguan University of Technology), Kai He (Dongguan University of Technology) and Xueqiao Liu (University of Wollongong)
• Constant-Round Outsourcing Private Decision Tree Evaluation
  Dingcheng Li (Dongguan University of Technology), Kai He (Dongguan University of Technology), Xueqiao Liu (University of Wollongong) and Jia-Nan Liu (Dongguan University of Technology)
• Analyzing LLM Safety Circumvention via Multilingual Euphemistic Coating
  Sanghyeon Gil (Semyung University), Jaeseong Kim (Semyung University) and Suan Lee (Semyung University)
• RFLASS: Reinforced Federated Learning with Latent-Space Data Augmentation and Adaptive Sample Selection
  Zhenhui Pan (Beijing University of Posts and Telecommunications), Junping Du (Beijing University of Posts and Telecommunications), Zhe Xue (Beijing University of Posts and Telecommunications), Meiyu Liang (Beijing University of Posts and Telecommunications), Zeli Guan (Beijing University of Posts and Telecommunications) and Jia Wang (Beijing University of Posts and Telecommunications)
• An Adversarial Attack Framework for end-to-end Lipreading Systems
  Hira Tabassum (Jinan University), Jian Weng (Jinan University) and Yongdong Wu (Jinan University)

Session 5A (3306+3307): Image Analysis

• AEONet: An Attention-Enhanced Network for Robust Image Matching
  Yang Zhao (Jinan University), Yijun Peng (Jinan University) and Shuyuan Lin (Jinan University)
• RelightDiffNet: A Dual-Branch Diffusion Model for Background-Conditioned Foreground Relighting
  Zhirui Liu (Sun Yat-sen University), Xin Huang (Sun Yat-sen University), Chunlin Luan (Sun Yat-sen University), Yinda Chen (Sun Yat-sen University), Guanchen Yao (Sun Yat-sen University), Jialing Yang (Sun Yat-sen University), Heidi Ottevaere (Vrije Universiteit Brussel), Yunfeng Nie (Vrije Universiteit Brussel) and Wenqi Ren (Sun Yat-sen University)
• Improving Multi-Object Tracking Performance via Graph-Augmented Detection under Computational Constraints
  Peiqi Liu (Beihang University) and Wenling Li (Beihang University)
• A Big Data-Oriented Robust Local-Region Image Watermarking Framework with Adaptive Geometric Correction
  Yantao Li (Jinan University), Ziqiao Liu (Jinan University) and Bingwen Feng (Jinan University)

Session 5B (3308+3309): AI for Complex Data

• Multi-Dimensional Neural Mesh Compression via Joint 2D-3D Optimization
  Yuteng Liu (Beijing Technology and Business University) and Haisheng Li (Beijing Technology and Business University)
• LED: A Benchmark for Evaluating Layout Error Detection in Document Analysis
  Inbum Heo (Chungnam National University), Taewook Hwang (Chungnam National University), Jeesu Jung (Chungnam National University) and Sangkeun Jung (Chungnam National University)
• Hierarchical Group-Based Shapley Explanation for Interpretable Financial Fraud Detection
  Seungho Choi (Seoul National University), Seonkyu Lim (Korea Financial Telecommunications and Clearings Institute), Kwanggeun Kim (Sogang University) and Jinwook Seo (Seoul National University)
• MEDKGC: A Mixture-of-Experts Enhanced Diffusion Model for Multimodal Knowledge Graph Completion
  Xu Hou (Beijing University of Posts and Telecommunications), Meiyu Liang (Beijing University of Posts and Telecommunications), Wei Huang (Beijing University of Posts and Telecommunications), Junping Du (Beijing University of Posts and Telecommunications), Zhe Xue (Beijing University of Posts and Telecommunications), Yingxia Shao (Beijing University of Posts and Telecommunications) and Guanhua Ye (Beijing University of Posts and Telecommunications)

Closing (3306+3307)