The topics of interest for submission include:
Data Security & Privacy Preservation
Encrypted database query optimization algorithms
Performance enhancement of multi-party computation (MPC) protocols
Dynamic adaptive mechanisms for differential privacy noise injection
Verifiable Machine Learning
Gradient verifiable aggregation in federated learning
Zero-knowledge proof generation for model inference results
Quantitative robustness evaluation frameworks against adversarial samples
System Trustworthiness Assurance
Distributed training architectures based on TEE (Trusted Execution Environment)
Integrity verification chains for real-time stream data processing
Hardware-level side-channel attack defense schemes
Industrial Automation & Embedded AI
RISC-V-based lightweight object detection chip design
Reinforcement learning policy deployment for real-time robotic arm control
ASIC acceleration for anomaly detection in Industrial IoT (IIoT)
High-Performance Computing & Communication
Low-latency transmission protocols for federated learning over 6G networks
GPU/FPGA hybrid optimization for Transformer models
Robust beamforming algorithms for UAV swarm communications
Trustworthy System Deployment Verification
Formal verification toolchain development for autonomous driving systems
Digital signature chains for edge device model updates
Joint latency-accuracy optimization in cloud-edge collaborative inference