current MuSDeT — Lightweight Wearable Stress Detection Multi-scale encoding, gated fusion, and temporal context for stress detection on wearable biosignals. Published at MULA@CVPR 2026. CLIP-CC-Bench — Paragraph-Level Video Description Evaluation A benchmark and evaluation suite for long-form, paragraph-level video description in video–language models. Presented at EvalMG @ ACM SIGIR 2026. Trustworthy Multimodal Learning for Wearable Physiological Sensing Uncertainty-aware feature modulation and post-hoc reliability auditing for multimodal physiological fusion. Under review at Knowledge-Based Systems (KBS). VCS / VCB — Long-Form Video Description Evaluation Video Comprehension Score (VCS) and Benchmark (VCB) for paragraph-level video description. In preparation, targeting CVPR 2027.