Program Schedule
Day 1 (December 9, 2025)
| 15:00 – 19:00 | Registration |
Day 2 (December 10, 2025)
| 9:00 – 9:10 | Welcome Remarks (Wong Thein Lai) | Chair: Natalie Tan Jie Yin |
| 9:10 – 9:20 | Remarks by Program Chair (Bingsheng He) | |
| 9:20 – 9:30 | Remarks by Steering Committee Chair (Hai Jin) | |
| 9:30 – 9:40 | Group Photo | |
| 9:40 – 10:40 |
Keynote 1: Flora Salim Keynote 2: CHAN Mun Choon |
Chair: Bingsheng He |
| 10:40 – 11:00 | Break | |
| 11:00 – 12:00 | Panel 1: Sustainable AI Systems (Panelists: Bingsheng He, Hai Jin, Flora Salim, CHAN Mun Choon, Jianliang Xu) | Chair: Bingsheng He |
| 12:00 – 13:30 | Lunch | |
| 13:30 – 14:30 | Session 1: Distributed & Federated Learning | Chair: Defu Lian |
| 14:45 – 15:45 | Session 2: Security, Privacy & Robustness | Chair: Jingyi Ning |
| 16:00 – 17:00 | Session 3: Network & Communication Systems | Chair: Chen Yu |
| 18:00 – 20:00 | Banquet |
Day 3 (December 11, 2025)
| 9:00 – 10:00 |
Keynote 3: Takuya Maekawa Keynote 4: Jianliang Xu |
Chair: Xing Xie |
| 10:00 – 10:30 | Break | |
| 10:30 – 11:30 | Panel 2: Belt and Road AI (Panelists: Takuya Maekawa, Defu Lian, Xuan Liu, Jingyi Ning) | Chair: Longbiao Chen |
| 12:00 – 13:00 | Lunch | |
| 13:30 – 14:30 | Session 4: Mobile Computing, Sensing & UAV | Chair: Longbiao Chen |
| 14:45 – 15:45 | Session 5: Human-centered AI, Multimodal & Perception | Chair: Fangwan Huang |
| 16:00 – 16:40 | Session 6: Intelligent Modeling & Robust Systems | Chair: Xuan Liu |
Day 4 (December 12, 2025)
| 9:00 – 10:30 | Tutorial 1 （TA210） (Speaker: Longbiao Chen) |
| 10:30 – 12:00 | Tutorial 2 （TA211） (Speaker: Jingyi Ning) |
| 13:00 – 17:00 | TAR UMT Facility visit |
Detailed Session Schedule
Session 1: Distributed & Federated Learning
December 10, 2025 | 13:30 – 14:30
- 13:30 – 13:40: UWCS: A Unified Online Capability Assessment Framework for Hybrid Workers in Mobile Crowdsensing
- 13:40 – 13:50: DCML: An Efficient Cluster-Based Meta-Learning Algorithm with Knowledge Selective Reuse
- 13:50 – 14:00: Accelerating Graph Similarity Search with Maximum Common Subgraphs
- 14:00 – 14:10: FedMIS: Federated Medical Image Segmentation with Knowledge Distillation
- 14:10 – 14:20: Energy-Efficient Federated Fine-Tuning of Large Language Models for Green Computing
- 14:20 – 14:30: NSP-MCS: Reinforcement Learning-Based Navigation-Aware Task Scheduling for Mobile Crowdsourcing
Session 2: Security, Privacy & Robustness
December 10, 2025 | 14:45 – 15:45
- 14:45 – 14:55: CrossDID: A Secure and Accountable Cross-Chain Decentralized Identity System
- 14:55 – 15:05: A Game Theory Guided Attack-Defense Framework for Character-Level Modality Perturbations
- 15:05 – 15:15: Cross-Network Malicious Traffic Detection Via Graph Neural Networks and Dual Distribution Alignment
- 15:15 – 15:25: BadFF: Inspect the weakness and robustness of forward-forward neural networks
- 15:25 – 15:35: A Poisoning Attack System Targeting Critical Layers of Backdoors in Federated Learning Models
- 15:35 – 15:45: Lamina: An Efficient Asynchronous BFT through Lightweight Broadcast and Optimistic Paths
Session 3: Network & Communication Systems
December 10, 2025 | 16:00 – 17:00
- 16:00 – 16:10: LoRaSim: A LoRa Network simulator via Hybrid Physics-Data Synergy
- 16:10 – 16:20: CICC: Combating Inter-Channel Collision in the LoRa Network
- 16:20 – 16:30: Research on a Message Transmission Strategy in VANETs Based on Implicit Acknowledgment with Adaptive Beacon Intervals
- 16:30 – 16:40: Reliable and efficient data sharing framework based on blockchain in VANETs
- 16:40 – 16:50: Asymmetric IoT communication and sensing technology based on RF-Computing
- 16:50 – 17:00: Understanding Streaming Data Effects on Model Training in AIoT Systems
Session 4: Mobile Computing, Sensing & UAV
December 11, 2025 | 13:30 – 14:30
- 13:30 – 13:40: P-VBF: A vertical projection vector-based forward routing protocol in muti-UUV cooperative perception
- 13:40 – 13:50: Low-Latency Onboard Compression Task Scheduling and Routing Co-Optimization Algorithm for LEO Satellites
- 13:50 – 14:00: ParaDepth: Distributed Multi-View 3D Reconstruction for Fire Scene
- 14:00 – 14:10: Joint Semantic-Fidelity and Energy Optimization for AUV Collaborative Sensing via Multi-Agent Reinforcement Learning
- 14:10 – 14:20: Optimizing Exploration-Coverage Trade-offs for Multi-UAV Systems Under Energy-Constrained Path Planning
- 14:20 – 14:30: Multi-Agent Deep Reinforcement Learning for Cloud-UAV-RSU Collaborative Vehicular Computation Offloading
Session 5: Human-centered AI, Multimodal & Perception
December 11, 2025 | 14:45 – 15:45
- 14:45 – 14:55: MultiMo-Concen: Multimodal Learning Concentration Recognition Based on Vision and Millimeter Wave
- 14:55 – 15:05: MoiréTemp: A Moiré Pattern-Based Approach for High-Precision Temperature Measurement
- 15:05 – 15:15: A Lightweight Traffic Flow Prediction Model Based on Multi-Scale Spatiotemporal Characteristics
- 15:15 – 15:25: CogPlanner: A Cognitive Navigation Method for Embodied Intelligence Guided by Indoor Floor Plans
- 15:25 – 15:35: Lightweight Gated Spiking Neural Network Based on Temporal Residual Connection
- 15:35 – 15:45: Programmable Context-Aware Orchestration of Collaborative Inference Using Software-Defined AIoT in Personal Healthcare Wearables
Session 6: Intelligent Modeling & Robust Systems
December 11, 2025 | 16:00 – 16:40
- 16:00 – 16:10: Scalable Data-Driven Modeling of Postoperative Pain Risk Factors Using Distributed Machine Learning Algorithms
- 16:10 – 16:20: Inductive adaptive spatio-temporal Kriging for urban air quality inference
- 16:20 – 16:30: ACCG: A Collaborative-Adversarial Framework for Robust Code Generation
- 16:30 – 16:40: Collaborative Optimization of Heterogeneous Multi-Agent Integrated Sensing and Computing Based on QMIX Algorithm