Room: MR 301
Abstract
The workshop with title "Integrated Sensing, AI, and Communication (ISAAC)" focuses on the integration of three transformative technologies, each playing a pivotal role in modern systems: sensing, artificial intelligence (AI), and communication. The motivation behind this workshop stems from the increasing demand for intelligent, interconnected, and efficient systems in domains such as autonomous vehicles, smart cities, healthcare, and environmental monitoring. Sensing technologies are becoming increasingly advanced, providing rich, high-dimensional data about the physical world. However, these systems often face challenges such as noise, bandwidth limitations, and the need for real-time processing. AI has emerged as a powerful tool to process and interpret this data, enabling actionable insights and decision-making. Communication technologies, particularly 5G and emerging 6G systems, bridge the gap by enabling seamless data sharing and coordination across devices and systems. The integration of these three domains presents profound opportunities but also complex challenges, such as resource optimization, latency reduction, and ensuring reliability in dynamic environments. This is a timely and impactful workshop topic because it aligns with the ongoing transformation of industries toward more intelligent and interconnected systems. It fosters interdisciplinary collaboration, bringing together experts from fields such as machine learning, wireless communication, and sensor design. Moreover, it addresses critical research questions, including how to optimize joint resource allocation, design AI models for distributed systems, and enhance the synergy between sensing and communication. The workshop provides a platform for discussing cutting-edge research, identifying emerging trends, and fostering innovation. It is especially relevant given the rapid advancements in AI and the rollout of next-generation communication networks. By focusing on integrated solutions, the workshop can inspire novel applications and frameworks, ultimately contributing to the development of smarter and more sustainable technologies. This makes it a compelling and high-impact topic for researchers and practitioners alike.
Organizers
- Dr. Guangxu Zhu, Shenzhen Research Institute of Big Data, Shenzhen, China
- Dr. Fan Liu, Southeast University, Nanjing, China
- Dr. Xiaoyang Li, Southern University of Science and Technology, Shenzhen, China
- Dr. Kaifeng Han, China Academy of Information and Communications Technology, Beijing, China
WS05-S1:
Time: 09:00 – 10:30
Room: MR301
Chair: Dr. Xiaowen Cao
Presentations:
1571229140: Dual-Function Waveform Design for ISAC Systems with Equalized Constructive Interference
Yating Chen; Cai Wen; Jiang Liu; Zhanye Chen; Yan Huang; Timothy N. Davidson
1571229169: Resilience-Driven Topology Reconfiguration via Hierarchical Deep Reinforcement Learning in Low-Altitude UAV Networks
Jingbin Zhang; Dezhi Zheng; Zhengzhi Yang; Yumeng Li; Wenbo DU; Tony Q. S. Quek; Wang Shuai
1571233342: MmWave Beam Prediction with Data Augmentation
Zihan Liu; Lebin Yao; Ke Ma; Pengyu Wang; Wenhan Dou; Zhaocheng Wang
1571233571: Drift-Aware Updating: An Edge-Device Cooperative RL Framework for Robust and Low-Overhead BCI Adaptation
Shuo Zhang; Xinning Lu; Yuhang Zhu; Zhenyu Wang; Dingzhu Wen; Honglin Hu
1571233636: Spatiotemporal Differential Scheduling for Vehicle-to-Infrastructure Cooperative Perception
Yifei Gao; Yang Yang; Jie Lv; Xinxin He; Shanzhi Chen
1571233795: Joint Spectrum-Estimation and Multi-Level-Differentiation Self-Interference Cancellation for ISAC Systems
Qianhui Li; Minglei Yang; Jinwei Xu; Jiaqi Tang; Meichi Yu; Nan Liu
WS05-S2:
Time: 11:00 – 12:30
Room: MR301
Chair: Dr. Xiaowen Cao
Presentations:
1571233863: Array Configuration and Signal Processing for RIS-Assisted Integrated Sensing and Communication Systems
Jiaqi Zan; Zhiqing Wei; Haotian Liu; Shang Liu; Yuhan Long
1571233928: GDL-Loc: GNSS-Based Deep Learning Localization for Large Underground Parking Lots
Chao Huang; Fan Zhang; Xinghe Chu; Yihong Zheng; Huang Hao; Zhaoming Lu
1571233963: High-Resolution Multipath Delay Estimation for ISAC-Based Terminal Proximity Sensing
Guang Chai; Zhibin Yu; Xiaofeng Wu; Giuseppe Caire
1571234013: SALxO: Semantic Augmentation via Latent-Space Exploration
Gytis Budrevicius; Shuping Dang; Yan Li; Robert J Piechocki; Quan Z. Sheng
1571234122: Multi-User ISAC Beamforming Considering Hardware Impairments of Linear Power Amplifiers
Yan Dai; Jianxin Dai; Zhaohui Yang; Chongwen Huang; Xiaoming Chen; Zhaoyang Zhang; Linqing Gui
1571236685: Communication-Efficient Vehicle Sensing with Federated Learning Based on Critical Learning Period and Weight Clustering
Ping Liu; Mu Junsheng
WS05-S3:
Time: 14:00 – 15:30
Room: MR301
Chair: Dr. Shuo Zhang
Presentations:
Invited Talk by Dr. Kaitao Meng -- Network-Level ISAC: Foundations, Optimization, and AI Enhancements
1571236805: Resource-Aware Federated 3D Gaussian Splatting for Large-Scale Scene Reconstruction
Guanlin Wu; Chao Hu; Pu Chen; Juyong Zhang; Han Hu; Shuguang Cui; Jie Xu
1571236994: Domain-Adaptive mmWave Radar for Contactless Sleep Apnea Detection
Chendong Xu; Yong Wang; Dongyu Liu; Qisong Wu
WS05-S4:
Time: 16:00 – 17:30
Room: MR301
Chair: Dr. Shuo Zhang
Presentations:
1571240767: Distributed Tokenization-Based Model for Multi-TRP Localization
Hyeonjin Chung; Chia-Chin Chong; Andrea Conti; Moe Z. Win
1571240818: Doppler-DCNet: A Low Sampling Rate CSI Reconstruction Algorithm for Traffic-Driven WiFi Sensing
Xiaoyang Cai; Jiahui Mao; Chong Tan; Chunlei Zheng; Liu Hong; Min Zheng
WS05-S5:
Time: 16:00 – 17:30
Room: MR302
Chair: Dr. Jie Mei
Presentations:
1571233728: Multi-Agent Path Planning for Integrated Sensing, Communication, and Control Systems
Guang Chen; Tao Zhang; Ying Zhou; Haotian Liu; Zhiqing Wei
1571233891: MVX-ADF: A Dual-Stream Attention Framework for Multi-Modal Fusion in V2X Cooperative Perception
Han Meng; Bingxin Tian; Chang Ren; Pengtai Qin; Aihua Li; Bin Wei; Hao Zhang
1571234006: Value of Information-Based LQR Cost Optimization for Sensing -Communication-Control Enabled Vehicular Networks
Xingzhe Li; Haojun Yang; Bin Wu; Xiaoping Zhou
1571233941: Vol-Driven Traffic Patch Transmission: A Synergistic Framework for Efficient SCC
Yunxin Geng; Yufan Luo; Wenlong Liu; Lingyi Han