- 2024-…: A Resilient Federated Ecosystem for Self-Driving Laboratories: This project creates an error- and failure-resilient federated ecosystem for instrument science, enabling reliable autonomous experiments, self-driving laboratories, smart manufacturing, and artificial intelligence driven design, discovery, and evaluation.
- 2024-…: Privacy-Preserving Federated Learning for Science: Building Sustainable and Trustworthy Foundation Models: This project develops efficient communication, memory, and energy optimization techniques for federated learning algorithms, particularly for large-scale foundation models, while ensuring fairness and incentivizing participation.