2 papers
cs.LG2026
Bifurcations from Weight Space: JEPAWG on Parametric Dynamical Systems
Tobias Göbel, Miranda C. N. Cheng
Trained network weights are increasingly treated as data, but there is rarely ground truth about what a population of models should encode, which hampers systematic validation of w…
hep-lat2026
Weight-Space Physics: Interpretable Hypernetworks for Lattice Quantum Field Theories
Tobias Göbel, Julian R. Ebelt, Zier Mensch +2
Lattice field theory is the workhorse of non-perturbative physics, used to simulate phenomena from the strong nuclear force to critical phenomena in materials. Its Boltzmann distri…