Liu, Ziming

Scientific discovery in the age of artificial intelligence.

Wang, H., Fu, T., Du, Y., Gao, W., Huang, K., Liu, Z., Chandak, P., Liu, S., Van Katwyk, P., Deac, A., et al. (2023) · Nature

Artificial Intelligence ApplicationsMachine Learning in Materials Science

Cited by 1,823

Machine learning conservation laws from differential equations

Liu, Z., Madhavan, V., & Tegmark, M. (2022) · Physical Review E

Model Reduction and Neural NetworksNumerical Solvers for Ordinary Differential Equations

Cited by 77

The Quantization Model of Neural Scaling

Michaud, E. J., Liu, Z., Girit, U., & Tegmark, M. (2023) · arXiv

Topic ModelingNeural Networks and Applications

Cited by 57

Opening the AI Black Box: Distilling Machine-Learned Algorithms into Code

Michaud, E. J., Liao, I., Lad, V., Liu, Z., Mudide, A., Loughridge, C., Guo, Z. C., Kheirkhah, T. R., Vukelić, M., & Tegmark, M. (2024) · Entropy

Explainable Artificial Intelligence (XAI)Software Engineering Research

Cited by 30

The clock and the pizza: Two stories in mechanistic explanation of neural networks

Zhong, Z., Liu, Z., Tegmark, M., & Andreas, J. (2023) · arXiv

Philosophy of Biology and Scientific ExplanationPhilosophy and Theoretical Science

Cited by 14

Opening the AI black box: program synthesis via mechanistic interpretability

Michaud, E. J., Liao, I., Lad, V., Liu, Z., Mudide, A., Loughridge, C., Guo, Z. C., Kheirkhah, T. R., Vukelić, M., & Tegmark, M. (2024) · arXiv

Explainable Artificial Intelligence (XAI)Evolutionary Algorithms and Applications

Cited by 3