Knowledge Vault 4 /11 - AI For Good 2018
Beneficial AI_x0003_Opening Keynote
Roger Penrose
< Resume Image >
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Concept Graph & Resume using Claude 3 Opus | Chat GPT4o | Llama 3:

graph LR classDef ai fill:#d4f9d4, font-weight:bold, font-size:14px classDef math fill:#f9d4f9, font-weight:bold, font-size:14px classDef quantum fill:#f9e1d9, font-weight:bold, font-size:14px classDef consciousness fill:#d9e6f2, font-weight:bold, font-size:14px A[Beneficial AI_x0003_Opening Keynote] --> B[AI advanced, reaching
human-level intelligence? 1] B --> C[AI may match cerebellums
computational power. 2] C --> D[Cerebrum: conscious thought,
cerebellum: execution. 3] A --> E[Penrose interested in Gödels
incompleteness theorems. 4] E --> F[Trusting proof system means
believing unprovable statements. 5] F --> G[Understanding transcends
formal system rules. 6] A --> H[Mathematics understanding lacks
evolutionary advantage. 7] H --> I[Humans understand infinity,
unlike computers. 8] I --> J[Induction proves propositions
for all numbers. 9] J --> K[Goodsteins theorem unprovable
but understood by humans. 10] A --> L[Understanding beyond computation,
from physical laws. 11] A --> M[General relativity simulated,
proven by waves. 12] M --> N[Schrödinger equation simulated,
but incomplete. 13] N --> O[Schrödingers cat: observed outcomes,
not superpositions. 14] O --> P[Measurements show outcomes,
implying wavefunction collapse. 15] A --> Q[Quantum mechanics and gravity
estimate superposition lifetime. 16] Q --> R[Missing quantum piece allows
non-computational consciousness. 17] A --> S[Penrose, Hameroff: microtubules
as quantum devices. 18] S --> T[Quantum effects essential to
chemistry, photosynthesis. 19] T --> U[Anesthetics inactivate microtubules,
affecting consciousness. 20] S --> V[Quantum reductions in microtubules:
proto-consciousness elements. 21] V --> W[Non-computable quantum reduction
needed for consciousness. 22] A --> X[Experiments may reveal quantum
role in consciousness. 23] class B,C,D ai class E,F,G,H,I,J,K,L math class M,N,O,P,Q,R quantum class S,T,U,V,W,X consciousness

Resume:

1.- AI has advanced tremendously in recent years, raising the question of whether it will reach human-level intelligence.

2.- The cerebellum, which controls unconscious actions and skills, may be matched by AI due to its computational power.

3.- The cerebrum, involved in conscious thought, is like the programmer while the cerebellum is like the program being executed.

4.- Penrose became interested in Gödel's incompleteness theorems, which show there are mathematical statements that can't be proven within a formal system.

5.- If you trust a proof system is consistent, you must also believe certain unprovable statements constructed from the system's rules.

6.- Understanding allows transcending the rules of a formal system, going beyond what's achievable by just applying the rules.

7.- Human understanding of mathematics likely did not evolve due to selective evolutionary advantage, as being a mathematician provides little survival benefit.

8.- Humans can understand infinity and reason about an infinite number of cases, which computers cannot genuinely do.

9.- Mathematical induction allows proving a proposition true for all natural numbers, demonstrating human understanding of infinitely many things.

10.- Goodstein's theorem, while unprovable in a certain formal system, can be understood as true by humans following its logic.

11.- Understanding seems to involve something beyond computation, but Penrose believes it must arise from physical laws governing the brain.

12.- General relativity can be accurately simulated computationally, as evidenced by gravitational wave detections matching predictions from intensive numerical simulations.

13.- Quantum mechanics can also be simulated by putting the Schrödinger equation on a computer, but there is a catch.

14.- The Schrödinger equation alone does not describe what we observe, as illustrated by Schrödinger's cat paradox with superposed alive/dead states.

15.- In actual measurements, we see definite outcomes, not superpositions, so something beyond the Schrödinger equation happens, often called the "collapse of the wavefunction".

16.- Combining quantum mechanics and gravity allows estimating the lifetime of superpositions, but the "collapse" process is not part of standard quantum theory.

17.- Penrose believes this missing piece in quantum mechanics, which cannot be computationally simulated, provides a gap where non-computational consciousness could arise.

18.- Collaborating with Stuart Hameroff, Penrose considered microtubules in neurons as possible quantum devices shielded from decoherence and leveraging subtle quantum effects.

19.- While quantum effects in the brain are sometimes dismissed, they are essential to chemistry and have been found in processes like photosynthesis.

20.- Hameroff proposes that general anesthetics reversibly inactivate microtubules, suggesting a role in consciousness rather than just neuronal signaling.

21.- Each quantum state reduction in microtubules may be associated with an element of "proto-consciousness" that combines to form full consciousness.

22.- Although skepticism exists, Penrose believes consciousness must take advantage of non-computable quantum state reduction which lies outside computational simulation.

23.- Experiments may shed light on the role of quantum state reduction in the brain and consciousness.

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