AINeutralarXiv – CS AI · 18h ago6/10
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Emergence via Phase Transitions: Mechanism Landscapes and Universal Convergence Across Complex Systems
Researchers propose the Hierarchical Emergence Framework (HEF), a mathematical model explaining why independently evolving complex systems converge toward similar structures despite different starting conditions. Testing on transformer networks shows reproducible phase transition signatures during grokking, with all models converging to identical accuracy levels regardless of initialization parameters.