Copper Catalysis & Reaction Mechanisms
Understanding Catalysis
on Copper Surfaces.
Starting with adsorbed molecules and local configurations, we investigate structures and mechanisms in copper-based electrocatalysis, connecting catalyst design, process visualization, and machine learning.
- Catalyst design and reaction mechanisms
- Visualization of catalytic processes
- Protein and drug engineering
- Bioimaging and aquatic ecology
Perception, Change & Reliability
As Data Change,
Can Recognition Stay Reliable?
We study reliable computer vision in real-world settings, seeking robust recognition when models encounter unknown classes and distribution shifts.
- Reliability challenges in conventional computer vision
- OOD detection, zero-shot learning, and domain generalization
- Robust recognition in medical imaging and remote sensing
Knowledge, Planning & Autonomous Action
From Knowledge
to Collaborative Action.
We explore large language models for science and engineering through domain knowledge, task planning, and multi-agent collaboration.
- Domain-specific language models and knowledge augmentation
- Multi-agent collaboration and task planning
- Agent applications in research and engineering