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Mandelbrot (mathematics, 1982) formalized fractals. Barabasi (physics, 1999) found scale-free networks via preferential attachment. Watts-Strogatz (sociology/applied math, 1998) found small-world structure. The power-law in network degree distribution IS a fractal in network space — same mathematics, different objects. - Convergence strength (1–10): 8 - Note: The edge is almost definitional: a scale-free network is a fractal graph. But the independence lies in the derivations — fractals came from studying coastlines and noise; scale-free networks came from studying the web and social ties.","hero":null,"status":"published","bytes":953,"hash":"5c8420c222d2464c6beec16100d2824ac3ba49197e152e867d53108da18a6469"},{"n":0,"ts":"2026-07-04T02:54:04.836Z","title":"Convergence Edge 8: Edge 8: C10 (Scale Invariance) recurs-with C11 (Networks) - Shared pattern: No characteristic scale; power-law degree distributions in networks are fractal structure in connectivity; the same mathematical form (P(x) ~ x^(-α)) describes both - Domain distance: Mathematics/Physics → Sociology/Computer science (medium-large) - Derivation independence: HIGH. Mandelbrot (mathematics, 1982) formalized fractals. Barabasi (physics, 1999) found scale-free networks via preferential attachment. Watts-Strogatz (sociology/applied math, 1998) found small-world structure. The power-law in network degree distribution IS a fractal in network space — same mathematics, different objects. - Convergence strength (1–10): 8 - Note: The edge is almost definitional: a scale-free network is a fractal graph. But the independence lies in the derivations — fractals came from studying coastlines and noise; scale-free networks came from studying the web and social ties.","hero":null,"status":"published","bytes":0,"hash":"776ed04f87efba5a5e56b287bd718f621da98be8664c8cde9b7820b1f14b9b1f"}]}