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Threshold for Life Prof. Isaac Chuang MIT Media Laboratory
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Objective Claim: Life can be constructed from faulty components
Question: How Faulty?
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Reliable computers can be constructed from faulty components
An Amazing Theorem Reliable computers can be constructed from faulty components A circuit containing N (error-free) gates can be simulated with probability of error at most e, using N log(N/e) faulty gates, which fail with probability p, so long as p<pth. von Neumann (1956) Quantum version: Preskill, Shor, Aharonov, Ben-Or, Gottesman, Chuang*,… * D. Gottesman and I. Chuang, Nature, vol. 402, p. 390, 1999
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Fault-Tolerant Circuits
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Fault-Tolerant Circuits
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The Fault-Tolerance Threshold
A circuit containing N (error-free) gates can be simulated with probability of error < e, using cdN faulty gates, which fail with probability p, if p<pth. Proof: Assume 3-input gates. N=1 easy. MAJ Fails with probability < 3(4e)2 + p < 49e2 If p<e2 and 49e2 < e p<0.0004 Fault-Tolerant Non-Fault-Tolerant Circuit 1: e Circuit 2: e Circuit 3: e p Fails with probability 3e+p < 4e
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Efficient Fault Tolerance
A circuit containing N (error-free) gates can be simulated with prob. of error < e, using O(N log N) faulty gates, which fail with prob. p, if p<pth. Key concept: concatenation (encoding at multiple levels) Status: pth ¼ 1/6 (Hajek & Weller ’91)
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Fault-Tolerant Life Nature does not seem to use such constructions
How can life be made fault-tolerant?
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What is Life? Desirable characteristics: Self repair Self reproduction
Growth Evolution Schrodinger von Neumann (1966) Theory of Self-Reproducing Automata: elementary machine capable of reproduction and universal computation
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Von Neumann’s Automaton
Model based on 29 state Cellular Automaton Langton’s 8-state replicator (not universal) (simulation from H-H Chou) Universal Turing machine Universal constructor
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Visions of Fault-Tolerant Life
Two interesting questions: What is the fault-tolerance threshold for Life? What would fault-tolerant creatures be like? Rad-hard biology Immortal Biosystems …Reproduction?
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