Jia-Nan Liu

ADAPT for Science: A Multi-Agent System for Self-Evolving Scientific Optimization

Scientific discovery often requires identifying a small number of high-performing designs in vast, constrained search spaces. This is difficult when evaluations are costly, feasible solutions are sparse, parameters are strongly coupled, and physical constraints are strict. Recent AI for AI methods can automatically imp...