DSC 2026 Conference Agenda
| Day 1, November 6, 2026 (Registration & Workshops) | ||
|---|---|---|
| Time | Event | Event |
| 12:00-20:00 | Registration | |
| 14:00-16:00 | Workshop 1: Graph Representation Learning and its Applications (GRLA 2026) (Room: 二层雅典厅) | Workshop 2: Vulnerability Analysis and Adversarial Learning (VAAL 2026) (Room: 二层洛桑厅) |
| 16:00-16:20 | Coffee Break | |
| 16:20-17:20 | Workshop 3: Multi-dimensional Data Association and inTelligent Analysis (MDATA 2026) (Room: 二层雅典厅) | Workshop 4: Big Data and Business Analytics (BDBA 2026) (Room: 二层洛桑厅) |
| 17:20-18:00 | Workshop 5: Symposium on Reliable Machine Learning and AI: Privacy, Security, Trustworthy, Fairness (PSTF-AI 2026) (Room: 二层洛桑厅) | |
| 18:00-20:00 | Dinner (一层田园咖啡厅) | |
| Day 2, November 7, 2026 (Main Conference Keynotes) (M层锦绣宫) | ||
|---|---|---|
| Time | Event | Chair |
| 08:00-20:00 | Registration | |
| 08:30-09:10 | Opening Ceremony | Xiaofang Zhou, The Hong Kong University of Science and Technology |
| 09:10-09:50 | Keynote: Portable Probe Computer Speaker: Jin Xu, Peking University | |
| 09:50-10:10 | Coffee Break | |
| 10:10-10:50 | Keynote: Exploration of Machine Unlearning Strategies Speaker: Wanlei Zhou, City University of Macau | |
| 10:50-11:30 | Keynote: Secure Decision-Making for Game-Theoretic Agents under Resource Constraints Speaker: Chanjuan Liu, Dalian University of Technology | |
| 11:30-14:00 | Lunch Break | |
| 14:00-14:40 | Keynote: Next-Generation Cryptographic Algorithms: Cryptanalysis and Secure Chip Design Speaker: Meiqin Wang, Shandong University | Aiping Li, National University of Defense Technology |
| 14:40-15:20 | Keynote: Construction and Application of High-Quality Datasets for Intelligent Cyber Threat Defense Speaker: Shuhao Li, ZGCLAB | |
| 15:20-15:40 | Coffee Break | |
| 15:40-16:20 | Keynote: Secure Inference: A Ten-Year Journey Speaker: Jian Liu, Zhejiang University | Hongli Zhang, Harbin Institute of Technology |
| 16:20-17:00 | Keynote: Autonomous Penetration Testing with Multi-Agent Collaboration Speaker: Hui Lu, Guangzhou University | |
| 18:00-21:00 | Banquet (M层锦绣宫) | Bin Zhou, National University of Defense Technology |
| Day 3, November 8, 2026 (Main Conference Sessions) | |||
|---|---|---|---|
| Time | Event | ||
| 08:30-10:10 | Session 1: Large Language Models: Safety and Reliability (Room: 二层雅典厅) | Session 2: Cognitive Security and Social Media Analysis (Room: 二层洛桑厅) | Session 3: Network Traffic Analysis and Classification (Room: 二层米兰厅) |
| 10:10-10:30 | Coffee Break | ||
| 10:30-12:10 | Session 4: Threat Detection and Privacy Protection (Room: 二层雅典厅) | Session 5: Trustworthy Data Analytics and Fault Diagnosis (Room: 二层洛桑厅) | Session 6: Systems and Network Optimization (Room: 二层米兰厅) |
| 12:10-14:00 | Lunch Break | ||
| Session | Session | Paper ID | Paper Title |
|---|---|---|---|
| Session 1 | Large Language Models: Safety and Reliability | 45 | A Comprehensive Survey of Safety and Security in LLM-based Autonomous Agents |
| 59 | Agent-to-Agent Communication Security in Trustworthy Multi-Agent Systems: A Communication-Centric Survey of Risks, Mechanisms, and Cross-Agent Propagation | ||
| 88 | PRAD: A Method for Mitigating Hallucination in Large Language Models Based on Prompting, Retrieval, and Reasoning | ||
| 126 | IC-RAG:Iterative Corrective Retrieval-Augmented Generation for Legal Applications | ||
| 63 | Adapting Foundation Models to Egocentric Video: A Survey | ||
| Session 2 | Cognitive Security and Social Media Analysis | 25 | COGBias-LLM: LLM-Guided Multi-Task Recognition of User Cognitive Biases in Social Media |
| 28 | Cognitive Security — A Survey on Topological and Semantic Dual-Traceability Technologies for Malicious Propagation | ||
| 68 | Exactness Over Richness: Reward Clarity and Sample Selectivity for RL-based Subjective Classification | ||
| 70 | When More Is Not Always Better: Scale, Knowledge, and Annotation in Chinese Hate Speech Understanding | ||
| 82 | Triangular Constraint-Guided Refinement of Large Language Model Reasoning for Social Relationship Extraction in Photo Albums | ||
| Session 3 | Network Traffic Analysis and Classification | 26 | PMGF-Net: A Phase-Aware Multi-Granularity Fusion Network for Encrypted Traffic Classification |
| 62 | PLDR-Net: A Payload-Length-Direction Residual Attention Network for Encrypted Traffic Classification | ||
| 84 | McR-Net: Smart Home Device Identification via Multi-Channel Periodic Traffic Feature Fusion | ||
| 114 | Temporal Localization of DDoS Attack Bursts with Ratio-Controlled Synthetic Augmentation | ||
| Session 4 | Threat Detection and Privacy Protection | 23 | Spot the Difference：Consistency Checking of Android Application Data Based on Large Language Model |
| 52 | VulEvo: Ordering Language Families for Incremental Cross-Lingual Vulnerability Detection | ||
| 60 | FedHRRD: Detecting Constrained Backdoor Attacks in Federated Learning via History-Enhanced Relative-Change Rarity | ||
| 94 | LinearTrace-Graph: Provenance-Aware Deterministic Normalization Trajectories for Web Attack Detection | ||
| 123 | Exploring the Principle of Neural Tangent Kernel and Application in Image Classification | ||
| Session 5 | Trustworthy Data Analytics and Fault Diagnosis | 32 | Trustworthy Anomaly Scoring for Early Readmission in EHR Data Density-Adaptive Ensembling and Subgroup-Conditional Conformal Calibration |
| 55 | Large Language Model-Based Annotation and Correlation Analysis of Medical Imaging Equipment Adverse Events: A Case Study from Shandong Province in China | ||
| 48 | Confidence-Injected Gaussian Process for Fault Diagnosis under Shipboard Electromagnetic Data Degradation | ||
| 125 | Structural Anomaly Detection via Sequential Bayesian Kernel-Structure Comparison: A Cold-Start Gaussian Process Framework for Networked Sensor Platforms | ||
| 71 | Multimodal Attribution on Military Imagery: Bottlenecks and Boundaries | ||
| Session 6 | Systems and Network Optimization | 11 | Causal Counterfactual Tuning for Explainable Configuration Optimization in Consortium Blockchains |
| 121 | Distributed Equi-Join Processing for Big Data | ||
| 75 | Application-Layer Multipath Chunking and Scheduling Mechanism for QUIC-Based Covert Relay Communication | ||
| 108 | A Node Defense Decision-Making Method for Industrial Control Systems Based on an Improved Multi-Objective Grey Wolf Optimizer |
