@misc{akihiro2025a, title = {A straightforward gradient-based approach for designing superconductors with high critical temperature: exploiting domain knowledge via adaptive constraints}, author = {Akihiro Fujii, Anh Khoa Augustin Lu, Koji Shimizu, Satoshi Watanabe}, publisher = {Royal Society of Chemistry (RSC)}, year = {2025-10-29}, keywords = {Gradient-based optimization, Superconductor, Domain knowledge integration, Materials discovery, Critical temperature, Machine learning} }