Big Data Foundations, Systems and Management
- Foundational models and representation formats for big data
- Algorithms and programming techniques for big data processing
- Big data analytics and metrics
- Cloud computing and big data open platforms
- Big data as a service and big data in mobile and pervasive computing
- Big data persistence, quality and provenance control
- Management of social network big data
- Big data search, distributed retrieval and peer-to-peer search
- Machine learning based on big data
- Visualization analytics for big data
- Big data stream processing and real-time analytics
- Graph data management and graph computing
- Data lakehouse and unified data architectures
- Big data benchmarking and performance evaluation
- Approximate query processing and sampling techniques
Data Security, Efficient Intelligence and Embodied Applications
- Models and languages for big data protection
- Privacy-preserving big data analytics
- Big data encryption
- Anomaly detection in very large scale systems
- Collaborative threat detection using big data analytics
- Inference optimization and acceleration for large models
- Parameter-efficient fine-tuning and model compression
- Green AI and energy-aware training
- Edge intelligence and on-device deployment
- Embodied perception and decision-making
- Vision-language-action (VLA) models
- World models and physical causal understanding
- Robot learning and sim-to-real transfer
- Spatial intelligence and 3D scene understanding
- Big data and AI applications in media and communication
