Data-Efficient Machine Learning
Lightweight Alternatives to AI Models
Training- and Data-Free Model Adaptation
Robust Anomaly/Out-Of-Distribution Detection
Active Data Exploration & Data-Driven Optimization
Autonomous Materials Discovery & Self-Driving Laboratory
Autonomous Manufacturing & Smart Factory
AI Agents for Scientific and Industrial Applications