The WAVE Laboratory develops AI systems that reason, interact, and generalize in a changing world. Our research spans efficient learning algorithms, AI-aided data analytics, and collaborative multimodal and multi-agent systems, with an emphasis on trustworthy models, high-quality data, and adaptable AI that delivers real-world benefits.