4 papers
Navigating the Latent Manifold: Proactive Concept Drift Adaptation for Resilient NIDS
Chao Zha, Zifeng Kang, Tian Liu +2
Network intrusion detection systems (NIDS) are critical for cybersecurity, safeguarding services and data from potential attacks. However, existing AI-based NIDS often assume stati…
Adaptive Oscillatory-State Alignment for Time Series Forecasting
Zhangyao Song, Chaofeng Qu, Chao Zha +3
Long-term time series forecasting benefits from inductive biases that expose recurring temporal structure. Existing periodic forecasting methods typically model recurrence through…
GRACE: Cluster-Specific Sequence Reuse for Compiler Auto-Tuning
Haolin Pan, Chao Zha, Jinyuan Dong +2
Compiler auto-tuning aims to improve optimization quality beyond fixed compiler heuristics, but existing approaches often face a trade-off between effectiveness and deployability.…
FlowXpert: Context-Aware Flow Embedding for Enhanced Traffic Detection in IoT Network
Chao Zha, Haolin Pan, Bing Bai +2
In the Internet of Things (IoT) environment, continuous interaction among a large number of devices generates complex and dynamic network traffic, which poses significant challenge…