HEF frames emergence as a phase transition in mechanism landscapes with proofs of convergence under structural assumptions, empirically tested via grokking in transformers showing weight-norm peaks and accuracy collapse to ~0.9745.
Boix-Adsera, N
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Emergence via Phase Transitions: Mechanism Landscapes and Universal Convergence Across Complex Systems
HEF frames emergence as a phase transition in mechanism landscapes with proofs of convergence under structural assumptions, empirically tested via grokking in transformers showing weight-norm peaks and accuracy collapse to ~0.9745.