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