@article{efficientandprincipledscientificdiscover, title = {Efficient and Principled Scientific Discovery through Bayesian Optimization: A Tutorial}, author = {Zhongwei Yu and Rasul Tutunov and Alexandre Max Maraval and Zikai Xie and Zhenzhi Tan and Jiankang Wang and Bin Cao and Zijing Li and Liangliang Xu and Qi Yang and Jun Jiang and Sanzhong Luo and Zhenxiao Guo and Tongyi Zhang and Haitham Bou-Ammar and Jun Wang}, year = {2026}, eprint = {2604.01328}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.01328}, }