Unsupervised learning of phase transitions: from principal component analysis to variational autoencoders. - Sebastian Johann Wetzel (CoRR, 2017)

Spectral Reconstruction with Deep Neural Networks. - Lukas Kades; Jan M. Pawlowski; Alexander Rothkopf; Manuel Scherzer; Julian M. Urban; Sebastian Johann Wetzel; Nicolas Wink; Felix Ziegler (CoRR, 2019)

Discovering Symmetry Invariants and Conserved Quantities by Interpreting Siamese Neural Networks. - Sebastian Johann Wetzel; Roger G. Melko; Joseph Scott; Maysum Panju 001; Vijay Ganesh 001 (CoRR, 2020)

Logic Guided Genetic Algorithms. - Dhananjay Ashok; Joseph Scott; Sebastian Johann Wetzel; Maysum Panju 001; Vijay Ganesh 001 (CoRR, 2020)

Twin Neural Network Regression. - Sebastian Johann Wetzel; Kevin Ryczko; Roger G. Melko; Isaac Tamblyn (CoRR, 2020)

Logic Guided Genetic Algorithms (Student Abstract). - Dhananjay Ashok; Joseph Scott; Sebastian Johann Wetzel; Maysum Panju 001; Vijay Ganesh 001 (AAAI, 2021)

Unsupervised Learning of Rydberg Atom Array Phase Diagram with Siamese Neural Networks. - Zakaria Patel; Ejaaz Merali; Sebastian Johann Wetzel (CoRR, 2022)

Twin neural network regression is a semi-supervised regression algorithm. - Sebastian Johann Wetzel; Roger G. Melko; Isaac Tamblyn (Mach. Learn. Sci. Technol., 2022)

How to get the most out of Twinned Regression Methods. - Sebastian Johann Wetzel (CoRR, 2023)

Twin Neural Network Improved k-Nearest Neighbor Regression. - Sebastian Johann Wetzel (CoRR, 2023)

Closed-Form Interpretation of Neural Network Classifiers with Symbolic Regression Gradients. - Sebastian Johann Wetzel (CoRR, 2024)

Closed-Form Interpretation of Neural Network Latent Spaces with Symbolic Gradients. - Zakaria Patel; Sebastian Johann Wetzel (CoRR, 2024)

Closed-form interpretation of neural network classifiers with symbolic gradients. - Sebastian Johann Wetzel (Mach. Learn. Sci. Technol., 2025)

Interpretable Machine Learning in Physics: A Review. - Sebastian Johann Wetzel; Seungwoong Ha; Raban Iten; Miriam Klopotek; Ziming Liu (CoRR, 2025)