信息安全与隐私保护
核心问题
网络入侵检测、加密流量分类、隐私保护与可问责架构
方法与工具
深度学习、对比学习、差分隐私、区块链
代表成果
- APCN: A Scalable Architecture for Balancing Accountability and Privacy in Large-Scale Content-Based Networks
- Encrypted traffic classification based on Gaussian mixture models and Hidden Markov Models
- ICloud: An Intrusion Detection and Dynamic Defense Mechanism for Cloud Environments
智慧网络与资源调度
核心问题
自适应路由架构、GPU 共享调度、网络异常预测
方法与工具
意图驱动网络、强化学习、负载均衡
代表成果
- Fragmentation-Aware and Efficiency-oriented Scheduling for GPU Sharing Workloads
- UINT: An Intent-based Adaptive Routing Architecture
- Deep reinforcement learning for blockchain in industrial IoT
可信智能与多模态计算
核心问题
视觉-语言语义对齐、大模型安全评估
方法与工具
多模态融合、多智能体强化学习、大模型微调
代表成果
- Dynamic Alignment of Visual and Language Semantics for Referring Video Object Segmentation
- Global-aware attention network for multi-modal sarcasm detection