AINeutralarXiv – CS AI · 9h ago6/10
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Bifurcation Models: Learning Set-Valued Solution Maps with Weight-Tied Dynamics
Researchers present bifurcation models, a machine learning approach that uses weight-tied dynamical systems to learn multiple valid solutions for problems with set-valued outputs. Rather than forcing a single target label, the model represents an attractor landscape where different initializations converge to different stable equilibria, enabling discovery of diverse valid solutions without explicit branch labels.