2 papers
cs.LG2026
DeepPySR -- A Symbolic Regression Framework with Dynamic Pruning, Pareto Selection, and Hierarchical Composition for Real-World Scientific Discovery
Fuling Chen, Kevin Vinsen, Phillip Melton +1
Symbolic regression (SR) discovers analytical equations from data, yielding glass-box models with directly interpretable formulas, unlike black-box methods that rely on unstable po…
astro-ph.IM2026
SM-Net: Learning a Continuous Spectral Manifold from Multiple Stellar Libraries
Omar Anwar, Aaron S. G. Robotham, Luca Cortese +1
We present SM-Net, a machine-learning model that learns a continuous spectral manifold from multiple high-resolution stellar libraries. SM-Net generates stellar spectra directly fr…