Report 1

Optimizing Cloud Service Anomaly Detection via Multimodal Data Fusion and Diffusion Probabilistic Models

Speaker: Dr. Kaigui Bian, Associate Professor & Ph.D. Supervisor, School of Computer Science, Peking University

Time: August 2, 2026, 08:00–10:00

Venue: Room 513, Advanced Technology Research Center, Xiushan Campus, Anhui University of Technology

Audience: Faculty members and students of the School of Computer Science and Technology and related disciplines

Organizer: School of Computer Science and Technology

Abstract. Modern cloud platforms widely employ microservice architectures, making anomaly diagnosis increasingly challenging. This seminar introduces a novel anomaly detection framework that combines multimodal data fusion with diffusion probabilistic models. The proposed approach integrates heterogeneous monitoring data in the wavelet domain using an attention mechanism and further employs a spatiotemporal graph-based diffusion model for non-autoregressive multi-step prediction. Experimental results on public benchmarks and production systems demonstrate substantial improvements in anomaly detection accuracy.

Report 2

Multi-AP Coordination Approaches over Emerging WLANs: Future Directions and Open Challenges

Speaker: Prof. Nei Kato, Distinguished Professor, Tohoku University, Japan

Time: August 2, 2026, 10:00–12:00

Venue: Room 513, Advanced Technology Research Center, Xiushan Campus, Anhui University of Technology

Audience: Faculty members and students of the School of Computer Science and Technology and related disciplines

Organizer: School of Computer Science and Technology

Abstract. This talk reviews the latest advances in IEEE 802.11be (Wi-Fi 7) and IEEE 802.11ay technologies, with particular emphasis on Multiple Access Point Cooperation (MAP-Co). Current progress, technical limitations, future research directions, and open challenges for next-generation WLANs will be discussed.

Report 3

Communication–Sensing–Computing Technologies for Intelligent High-Speed Rail: Opportunities and Challenges

Speaker: Prof. Fengye Hu, Jilin University

Time: August 2, 2026, 14:00–16:00

Venue: Room 513, Advanced Technology Research Center, Xiushan Campus, Anhui University of Technology

Audience: Faculty members and students of the School of Computer Science and Technology and related disciplines

Organizer: School of Computer Science and Technology

Abstract. This talk focuses on integrated communication, sensing, and computing technologies for intelligent high-speed railway systems. Topics include channel modeling, integrated system architectures, communication–sensing–computing frameworks, and the key challenges associated with future intelligent railway applications.

Report 4

Integrated Communication, Sensing, Intelligence and Computing: Enabling the Next Paradigm of Intelligent Connectivity for 6G

Speaker: Prof. Shaohui Sun, Deputy Chief Engineer & Chief Scientist, China Information and Communication Technologies Group (CICT)

Time: August 2, 2026, 16:00–18:00

Venue: Room 513, Advanced Technology Research Center, Xiushan Campus, Anhui University of Technology

Audience: Faculty members and students of the School of Computer Science and Technology and related disciplines

Organizer: School of Computer Science and Technology

Abstract. This talk presents the vision of integrated communication, sensing, intelligence, and computing for future 6G networks. It discusses theoretical foundations, representative application scenarios, AI-native air-interface technologies, edge–cloud collaborative intelligent computing, and sensing-assisted beam management.