present Spatiotemporal Forecasting with LLMs and Knowledge Graph Reasoning Ongoing project on combining foundation models with graph reasoning for spatiotemporal prediction. Graph-based Deep Learning for Spatiotemporal Forecasting Geometric and topological deep learning for node-level forecasting in spatiotemporal graphs. fun RUTAS - Multimodal Emotion Understanding for Human-Robot Interaction Consolidated project line combining pose estimation, multimodal fusion, and adaptive emotion-aware robot behavior. past Visual Analytics for Spatiotemporal Anomaly Explanation Interactive system to detect and explain anomalies with STARMA, d3.js, and contextual event signals.
