research Lake Water Quality Forecasting Missing-data time-series forecasting for lake-season datasets. Model Equality Verification Zero-knowledge proof research for privacy-preserving AI verification. Driving Motion Analysis Deep learning and optical flow for human driving behavior. Audio-Visual Speaker Diarization Low-latency multimodal diarization under streaming constraints. engineering Pneumonia Detection AI CNN-based chest X-ray classification for pneumonia detection.