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What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord (1) Naveen Sundar G. (2) Rensselaer AI & Reasoning (RAIR) Lab (1,2) Department of Cognitive Science (1) Department of Computer Science (1,2) Lally School of Management & Technology (1) Rensselaer Polytechnic Institute (RPI) Troy, New York 12180 USA Oxford University Oxford, UK 9/21/2013 Tuesday, October 1, 13
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What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

May 22, 2020

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Page 1: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI?

Selmer Bringsjord(1) • Naveen Sundar G.(2)

Rensselaer AI & Reasoning (RAIR) Lab(1,2)

Department of Cognitive Science(1)

Department of Computer Science(1,2)

Lally School of Management & Technology(1)

Rensselaer Polytechnic Institute (RPI)Troy, New York 12180 USA

Oxford UniversityOxford, UK9/21/2013

Tuesday, October 1, 13

Page 2: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI?

Selmer Bringsjord(1) • Naveen Sundar G.(2)

Rensselaer AI & Reasoning (RAIR) Lab(1,2)

Department of Cognitive Science(1)

Department of Computer Science(1,2)

Lally School of Management & Technology(1)

Rensselaer Polytechnic Institute (RPI)Troy, New York 12180 USA

Oxford UniversityOxford, UK9/21/2013

Rensselaer AI & Reasoning (RAIR) Lab(1,2)

Tuesday, October 1, 13

Page 3: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI?

Selmer Bringsjord(1) • Naveen Sundar G.(2)

Rensselaer AI & Reasoning (RAIR) Lab(1,2)

Department of Cognitive Science(1)

Department of Computer Science(1,2)

Lally School of Management & Technology(1)

Rensselaer Polytechnic Institute (RPI)Troy, New York 12180 USA

Oxford UniversityOxford, UK9/21/2013

Rensselaer AI & Reasoning (RAIR) Lab(1,2)

Made possible by the generosity of:

IBMRPI’s pursuit of ITS/IILE

NSF

JTF

AFOSR

ONR x 2

DARPA

Tuesday, October 1, 13

Page 4: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI?

Selmer Bringsjord(1) • Naveen Sundar G.(2)

Rensselaer AI & Reasoning (RAIR) Lab(1,2)

Department of Cognitive Science(1)

Department of Computer Science(1,2)

Lally School of Management & Technology(1)

Rensselaer Polytechnic Institute (RPI)Troy, New York 12180 USA

Oxford UniversityOxford, UK9/21/2013

Rensselaer AI & Reasoning (RAIR) Lab(1,2)

Made possible by the generosity of:

IBMRPI’s pursuit of ITS/IILE

NSF

JTF

AFOSR

ONR x 2

DARPA

Tuesday, October 1, 13

Page 5: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Simon: “Chess is a lofty target for AI, yes. Go for it!”

Tuesday, October 1, 13

Page 6: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Tuesday, October 1, 13

Page 7: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

“Chess is Too Easy”

Tuesday, October 1, 13

Page 8: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

“Chess is Too Easy”

I was right :).

Tuesday, October 1, 13

Page 9: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

What about this, then?

Tuesday, October 1, 13

Page 10: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

What about this, then?

Tuesday, October 1, 13

Page 11: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

What about this, then?

Experts to IBM: “Can’t be done!”

Tuesday, October 1, 13

Page 12: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

What about this, then?

Experts to IBM: “Can’t be done!”

No one asked me.

Tuesday, October 1, 13

Page 13: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

What about this, then?

Experts to IBM: “Can’t be done!”

No one asked me.

Tuesday, October 1, 13

Page 14: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Tuesday, October 1, 13

Page 15: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Tuesday, October 1, 13

Page 16: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Tuesday, October 1, 13

Page 17: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Tuesday, October 1, 13

Page 18: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

u 2 ⌃⇤

Tuesday, October 1, 13

Page 19: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

u 2 ⌃⇤

Tuesday, October 1, 13

Page 20: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

u 2 ⌃⇤U = (S, . . .)

Tuesday, October 1, 13

Page 21: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

u 2 ⌃⇤

U : u �! �U = (S, . . .)

Tuesday, October 1, 13

Page 22: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

u 2 ⌃⇤

U : u �! �U = (S, . . .)

Tuesday, October 1, 13

Page 23: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

u 2 ⌃⇤

U : u �! �U = (S, . . .)

A(v1 @ u,R) ^A(v2 @ u,R)

Tuesday, October 1, 13

Page 24: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

u 2 ⌃⇤

U : u �! �U = (S, . . .)

A(v1 @ u,R) ^A(v2 @ u,R)(Ab(u) ^ u 2 MedBase) ! t(u) = ‘skin cancer’

Tuesday, October 1, 13

Page 25: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

u 2 ⌃⇤

U : u �! �U = (S, . . .)

A(v1 @ u,R) ^A(v2 @ u,R)(Ab(u) ^ u 2 MedBase) ! t(u) = ‘skin cancer’

$

Tuesday, October 1, 13

Page 26: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Many thanks to A Bringsjord for this pair of slides, and discussion.

Tuesday, October 1, 13

Page 27: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Tuesday, October 1, 13

Page 28: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Tuesday, October 1, 13

Page 29: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Autonomy “Magic”

Tuesday, October 1, 13

Page 30: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Autonomy “Magic”Understanding 100% of InformationThe characteristic that makes human information unstructured is its form — it does not fit neatly into the rows and columns of a database, but exists in various formats including books, email messages, surveillance video, chat streams, and phone calls that occur across networks, the web, the cloud, and numerous mobile devices. Growing at a rate three times that of structured data, the increasing deluge of unstructured information makes up approximately 90 percent of all information. The challenge for the modern enterprise is to understand and extract value from this rich sea of human information.

Today, with Autonomy, organizations can now process and understand in real time, the meaning of 100 percent of information.

Tuesday, October 1, 13

Page 31: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Autonomy “Magic”Understanding 100% of InformationThe characteristic that makes human information unstructured is its form — it does not fit neatly into the rows and columns of a database, but exists in various formats including books, email messages, surveillance video, chat streams, and phone calls that occur across networks, the web, the cloud, and numerous mobile devices. Growing at a rate three times that of structured data, the increasing deluge of unstructured information makes up approximately 90 percent of all information. The challenge for the modern enterprise is to understand and extract value from this rich sea of human information.

Today, with Autonomy, organizations can now process and understand in real time, the meaning of 100 percent of information.

Tuesday, October 1, 13

Page 32: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Autonomy “Magic”Understanding 100% of InformationThe characteristic that makes human information unstructured is its form — it does not fit neatly into the rows and columns of a database, but exists in various formats including books, email messages, surveillance video, chat streams, and phone calls that occur across networks, the web, the cloud, and numerous mobile devices. Growing at a rate three times that of structured data, the increasing deluge of unstructured information makes up approximately 90 percent of all information. The challenge for the modern enterprise is to understand and extract value from this rich sea of human information.

Today, with Autonomy, organizations can now process and understand in real time, the meaning of 100 percent of information.

!?!?

Tuesday, October 1, 13

Page 33: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Autonomy “Magic”Understanding 100% of InformationThe characteristic that makes human information unstructured is its form — it does not fit neatly into the rows and columns of a database, but exists in various formats including books, email messages, surveillance video, chat streams, and phone calls that occur across networks, the web, the cloud, and numerous mobile devices. Growing at a rate three times that of structured data, the increasing deluge of unstructured information makes up approximately 90 percent of all information. The challenge for the modern enterprise is to understand and extract value from this rich sea of human information.

Today, with Autonomy, organizations can now process and understand in real time, the meaning of 100 percent of information.

!?!?(They sure as heck never consulted with Floridi.)

Tuesday, October 1, 13

Page 34: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Autonomy “Magic”Understanding 100% of InformationThe characteristic that makes human information unstructured is its form — it does not fit neatly into the rows and columns of a database, but exists in various formats including books, email messages, surveillance video, chat streams, and phone calls that occur across networks, the web, the cloud, and numerous mobile devices. Growing at a rate three times that of structured data, the increasing deluge of unstructured information makes up approximately 90 percent of all information. The challenge for the modern enterprise is to understand and extract value from this rich sea of human information.

Today, with Autonomy, organizations can now process and understand in real time, the meaning of 100 percent of information.

!?!?(They sure as heck never consulted with Floridi.)

The little OUP book that could’ve saved HP $6 billion:

Tuesday, October 1, 13

Page 35: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Autonomy “Magic”Understanding 100% of InformationThe characteristic that makes human information unstructured is its form — it does not fit neatly into the rows and columns of a database, but exists in various formats including books, email messages, surveillance video, chat streams, and phone calls that occur across networks, the web, the cloud, and numerous mobile devices. Growing at a rate three times that of structured data, the increasing deluge of unstructured information makes up approximately 90 percent of all information. The challenge for the modern enterprise is to understand and extract value from this rich sea of human information.

Today, with Autonomy, organizations can now process and understand in real time, the meaning of 100 percent of information.

!?!?(They sure as heck never consulted with Floridi.)

The little OUP book that could’ve saved HP $6 billion:

Tuesday, October 1, 13

Page 36: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Let’s in fact talk about 100% of semantic information, using Watson 2.0 as a springboard ...

Tuesday, October 1, 13

Page 37: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Tuesday, October 1, 13

Page 38: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Logic

Tuesday, October 1, 13

Page 39: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Logic

Tuesday, October 1, 13

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MiniMax

ularit

y

Logic

Tuesday, October 1, 13

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MiniMax

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Logic

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logic

Tuesday, October 1, 13

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Tuesday, October 1, 13

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Tuesday, October 1, 13

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Tuesday, October 1, 13

Page 47: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

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Tuesday, October 1, 13

Page 48: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

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Logic

propo

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logic

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Art of Infallibility 1

UIMA outp

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Tuesday, October 1, 13

Page 49: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

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Logic

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logic

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descr

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Art of Infallibility 1

UIMA outp

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FOL

Tuesday, October 1, 13

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Logic

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Tuesday, October 1, 13

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Art of Infallibility 1

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Tuesday, October 1, 13

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Art of Infallibility 1

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Tuesday, October 1, 13

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Tuesday, October 1, 13

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Tuesday, October 1, 13

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Art of Infallibility 1

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Tuesday, October 1, 13

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Tuesday, October 1, 13

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Art of Infallibility 1

UIMA outp

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FOL

heterogeneous/visual

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Tuesday, October 1, 13

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Art of Infallibility 1

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FOL

heterogeneous/visual

SOL

...

Tuesday, October 1, 13

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Tuesday, October 1, 13

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Logic

propo

stional

logic

semant

ic-web

logic

s

descr

iption l

ogics

fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Tuesday, October 1, 13

Page 61: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

y

Logic

propo

stional

logic

semant

ic-web

logic

s

descr

iption l

ogics

fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Tuesday, October 1, 13

Page 62: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

y

Logic

propo

stional

logic

semant

ic-web

logic

s

descr

iption l

ogics

fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Vivid

Tuesday, October 1, 13

Page 63: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

y

Logic

propo

stional

logic

semant

ic-web

logic

s

descr

iption l

ogics

fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Tuesday, October 1, 13

Page 64: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

y

Logic

propo

stional

logic

semant

ic-web

logic

s

descr

iption l

ogics

fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

DCEC ⇤

Deontic Cognitive Event Calculus

Tuesday, October 1, 13

Page 65: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

y

Logic

propo

stional

logic

semant

ic-web

logic

s

descr

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fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

DCEC ⇤

Deontic Cognitive Event Calculus

1. natural language semantics (non-Montagovian)2. higher-cognition tests (for Psychometric AI) (false-belief test, deliberative mind-reading mirror test for self-consciousness ...)

4. biz & econ simulation 3. ethically correct robots

Tuesday, October 1, 13

Page 66: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

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Logic

propo

stional

logic

semant

ic-web

logic

s

descr

iption l

ogics

fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

DCEC ⇤

Deontic Cognitive Event Calculus

Tuesday, October 1, 13

Page 67: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

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Logic

propo

stional

logic

semant

ic-web

logic

s

descr

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fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Tuesday, October 1, 13

Page 68: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

y

Logic

propo

stional

logic

semant

ic-web

logic

s

descr

iption l

ogics

fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Gödel’s “God Theorem”

Tuesday, October 1, 13

Page 69: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

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Logic

propo

stional

logic

semant

ic-web

logic

s

descr

iption l

ogics

fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Tuesday, October 1, 13

Page 70: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

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Logic

propo

stional

logic

semant

ic-web

logic

s

descr

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fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

ITS (Culture, Language, Math)

Tuesday, October 1, 13

Page 71: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

y

Logic

propo

stional

logic

semant

ic-web

logic

s

descr

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ogics

fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Tuesday, October 1, 13

Page 72: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

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Logic

propo

stional

logic

semant

ic-web

logic

s

descr

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fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

AI-ified Axiomatic Physics!(Synthese)

Tuesday, October 1, 13

Page 73: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

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Logic

propo

stional

logic

semant

ic-web

logic

s

descr

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ogics

fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Tuesday, October 1, 13

Page 74: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

MiniMax

ularit

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Logic

propo

stional

logic

semant

ic-web

logic

s

descr

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fragm

ents

of FOL ...

temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Goodstein’s Theorem!

Tuesday, October 1, 13

Page 75: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Licato, J.; Govindarajulu, N.; Bringsjord, S.; Pomeranz, M.; Gittelson, L. 2013. Analogico-Deductive Generation of Godel’s First Incompleteness Theorem from the Liar Paradox. In Proceedings of IJCAI 2013. Pdf

Govindarajulu, N.; Licato, J.; Bringsjord, S. 2013. Small Steps Toward Hypercomputation via Infinitary Machine Proof Verification and Proof Generation. In Proceedings of UCNC 2013. Pdf

Tuesday, October 1, 13

Page 76: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Liar Paradox (L)• Collection of semiformal statements• Syntax not rigorously defined• Represents intuitive understanding of problem

domain

Ending one of AI’s “bad dreams”:

s = “This statement is a lie”There is a statement that is neither

true nor false....

G1• Completely formal statements• Syntax very rigorously defined• Purely mathematical objects: numbers, formal

theories, etc.

s = ?

∃φ∈LA ¬(PA |⎯ φ) ∧ ¬(PA |⎯ ¬φ)...

Tuesday, October 1, 13

Page 77: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Liar Paradox (L)• Collection of semiformal statements• Syntax not rigorously defined• Represents intuitive understanding of problem

domain

Ending one of AI’s “bad dreams”:

s = “This statement is a lie”There is a statement that is neither

true nor false....

G1• Completely formal statements• Syntax very rigorously defined• Purely mathematical objects: numbers, formal

theories, etc.

s = ?

∃φ∈LA ¬(PA |⎯ φ) ∧ ¬(PA |⎯ ¬φ)...

Tuesday, October 1, 13

Page 78: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Liar Paradox (L)• Collection of semiformal statements• Syntax not rigorously defined• Represents intuitive understanding of problem

domain

Ending one of AI’s “bad dreams”:

s = “This statement is a lie”There is a statement that is neither

true nor false....

G1• Completely formal statements• Syntax very rigorously defined• Purely mathematical objects: numbers, formal

theories, etc.

s = ?

∃φ∈LA ¬(PA |⎯ φ) ∧ ¬(PA |⎯ ¬φ)...

S• Semiformal statements (but more formal than L)• Syntax somewhat rigorously defined• Somewhat intuitive; deals with stories of reasoners

and utterances made by inhabitants of an island

s = ¬Bs

∃p ¬Bp ∧ ¬B¬p...

Tuesday, October 1, 13

Page 79: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Liar Paradox (L)• Collection of semiformal statements• Syntax not rigorously defined• Represents intuitive understanding of problem

domain

Ending one of AI’s “bad dreams”:

s = “This statement is a lie”There is a statement that is neither

true nor false....

G1• Completely formal statements• Syntax very rigorously defined• Purely mathematical objects: numbers, formal

theories, etc.

s = ?

∃φ∈LA ¬(PA |⎯ φ) ∧ ¬(PA |⎯ ¬φ)...

S• Semiformal statements (but more formal than L)• Syntax somewhat rigorously defined• Somewhat intuitive; deals with stories of reasoners

and utterances made by inhabitants of an island

s = ¬Bs

∃p ¬Bp ∧ ¬B¬p...

Tuesday, October 1, 13

Page 80: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

The Singularity Approaches ...

Tuesday, October 1, 13

Page 81: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

The Singularity Approaches ...

Tuesday, October 1, 13

Page 82: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

The Singularity Approaches ...

(Good 1965; Chalmers 2010)

Tuesday, October 1, 13

Page 83: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Tuesday, October 1, 13

Page 84: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

If AI is only Ray-1 AI ...

Tuesday, October 1, 13

Page 85: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

If AI is only Ray-1 AI ...

False!

Tuesday, October 1, 13

Page 86: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Tuesday, October 1, 13

Page 87: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

If AI is only Ray-2 AI ...

Tuesday, October 1, 13

Page 88: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

If AI is only Ray-2 AI ...

False!

Tuesday, October 1, 13

Page 89: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

If AI is only Ray-2 AI ...

False!False!

Tuesday, October 1, 13

Page 90: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

If AI is only Ray-2 AI ...

False!

And of course ...

False!

Tuesday, October 1, 13

Page 91: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

Tuesday, October 1, 13

Page 92: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

... if AI is Ray-3 AI ...

Tuesday, October 1, 13

Page 93: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

... if AI is Ray-3 AI ...

False!False!

Tuesday, October 1, 13

Page 94: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

“My, that’s rather negative, even violent. Can we talk about positive views, please?”

Tuesday, October 1, 13

Page 95: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

SupermindsPeople Harness Hypercomputation,

and More(2003)

Turing Limit

Information Processing

Subjective consciousness, qualia, etc. — phenomena in the incorporeal realm that can’t be expressed in any third-person scheme

persons

animals (chess, go, swimming, flying, locomotion)

Hypercomputation

People Harness Hypercomputation, and More

29

by

SUPERMINDSPeople Harness Hypercomputation, and More

bySelmer Bringsjord and Micael Zenzen

This is the first book-length presentation and defense of a new theory of human andmachine cognition, according to which human persons are superminds. Superminds arecapable of processing information not only at and below the level of Turing machines(standard computers), but above that level (the “Turing Limit”), as information processingdevices that have not yet been (and perhaps can never be) built, but have beenmathematically specified; these devices are known as super-Turing machines orhypercomputers. Superminds, as explained herein, also have properties no machine,whether above or below the Turing Limit, can have. The present book is the third andpivotal volume in Bringsjord’s supermind quartet; the first two books were What RobotsCan and Can’t Be (Kluwer) and AI and Literary Creativity (Lawrence Erlbaum). The finalchapter of this book offers eight prescriptions for the concrete practice of AI and cognitivescience in light of the fact that we are superminds.

SELMER

BR

ING

SJOR

D

AN

D M

ICH

AEL ZEN

ZENSU

PERM

IND

SPeople H

arness Hypercom

putation, and More

KLUWER ACADEMIC PUBLISHERS COGS 29

Bringsjord COGS 29 PB(2)xpr 07-02-2003 16:26 Pagina 1

Tuesday, October 1, 13

Page 96: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

SupermindsPeople Harness Hypercomputation,

and More(2003)

Turing Limit

Information Processing

Subjective consciousness, qualia, etc. — phenomena in the incorporeal realm that can’t be expressed in any third-person scheme

persons

animals (chess, go, swimming, flying, locomotion)

Hypercomputation

People Harness Hypercomputation, and More

29

by

SUPERMINDSPeople Harness Hypercomputation, and More

bySelmer Bringsjord and Micael Zenzen

This is the first book-length presentation and defense of a new theory of human andmachine cognition, according to which human persons are superminds. Superminds arecapable of processing information not only at and below the level of Turing machines(standard computers), but above that level (the “Turing Limit”), as information processingdevices that have not yet been (and perhaps can never be) built, but have beenmathematically specified; these devices are known as super-Turing machines orhypercomputers. Superminds, as explained herein, also have properties no machine,whether above or below the Turing Limit, can have. The present book is the third andpivotal volume in Bringsjord’s supermind quartet; the first two books were What RobotsCan and Can’t Be (Kluwer) and AI and Literary Creativity (Lawrence Erlbaum). The finalchapter of this book offers eight prescriptions for the concrete practice of AI and cognitivescience in light of the fact that we are superminds.

SELMER

BR

ING

SJOR

D

AN

D M

ICH

AEL ZEN

ZENSU

PERM

IND

SPeople H

arness Hypercom

putation, and More

KLUWER ACADEMIC PUBLISHERS COGS 29

Bringsjord COGS 29 PB(2)xpr 07-02-2003 16:26 Pagina 1

!u!v["kH(n, k, u, v) # "k!H(m, k!, u, v)](programming)

Tuesday, October 1, 13

Page 97: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

SupermindsPeople Harness Hypercomputation,

and More(2003)

Turing Limit

Information Processing

Subjective consciousness, qualia, etc. — phenomena in the incorporeal realm that can’t be expressed in any third-person scheme

persons

animals (chess, go, swimming, flying, locomotion)

Hypercomputation

People Harness Hypercomputation, and More

29

by

SUPERMINDSPeople Harness Hypercomputation, and More

bySelmer Bringsjord and Micael Zenzen

This is the first book-length presentation and defense of a new theory of human andmachine cognition, according to which human persons are superminds. Superminds arecapable of processing information not only at and below the level of Turing machines(standard computers), but above that level (the “Turing Limit”), as information processingdevices that have not yet been (and perhaps can never be) built, but have beenmathematically specified; these devices are known as super-Turing machines orhypercomputers. Superminds, as explained herein, also have properties no machine,whether above or below the Turing Limit, can have. The present book is the third andpivotal volume in Bringsjord’s supermind quartet; the first two books were What RobotsCan and Can’t Be (Kluwer) and AI and Literary Creativity (Lawrence Erlbaum). The finalchapter of this book offers eight prescriptions for the concrete practice of AI and cognitivescience in light of the fact that we are superminds.

SELMER

BR

ING

SJOR

D

AN

D M

ICH

AEL ZEN

ZENSU

PERM

IND

SPeople H

arness Hypercom

putation, and More

KLUWER ACADEMIC PUBLISHERS COGS 29

Bringsjord COGS 29 PB(2)xpr 07-02-2003 16:26 Pagina 1

!u!v["kH(n, k, u, v) # "k!H(m, k!, u, v)](programming)

Tuesday, October 1, 13

Page 98: What Does Watson 2.0 Tell us About the Philosophy, Theory ......What Does Watson 2.0 Tell us About the Philosophy, Theory, & Future of AI? Selmer Bringsjord(1) • Naveen Sundar G.(2)

SupermindsPeople Harness Hypercomputation,

and More(2003)

Turing Limit

Information Processing

Subjective consciousness, qualia, etc. — phenomena in the incorporeal realm that can’t be expressed in any third-person scheme

persons

animals (chess, go, swimming, flying, locomotion)

Hypercomputation

People Harness Hypercomputation, and More

29

by

SUPERMINDSPeople Harness Hypercomputation, and More

bySelmer Bringsjord and Micael Zenzen

This is the first book-length presentation and defense of a new theory of human andmachine cognition, according to which human persons are superminds. Superminds arecapable of processing information not only at and below the level of Turing machines(standard computers), but above that level (the “Turing Limit”), as information processingdevices that have not yet been (and perhaps can never be) built, but have beenmathematically specified; these devices are known as super-Turing machines orhypercomputers. Superminds, as explained herein, also have properties no machine,whether above or below the Turing Limit, can have. The present book is the third andpivotal volume in Bringsjord’s supermind quartet; the first two books were What RobotsCan and Can’t Be (Kluwer) and AI and Literary Creativity (Lawrence Erlbaum). The finalchapter of this book offers eight prescriptions for the concrete practice of AI and cognitivescience in light of the fact that we are superminds.

SELMER

BR

ING

SJOR

D

AN

D M

ICH

AEL ZEN

ZENSU

PERM

IND

SPeople H

arness Hypercom

putation, and More

KLUWER ACADEMIC PUBLISHERS COGS 29

Bringsjord COGS 29 PB(2)xpr 07-02-2003 16:26 Pagina 1

!u!v["kH(n, k, u, v) # "k!H(m, k!, u, v)](programming)

Tuesday, October 1, 13

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MiniMax

ularit

y

Logic

propo

stional

logic

semant

ic-web

logic

s

descr

iption l

ogics

fragm

ents

of FOL ...temporal

temporal+epistemic

temporal+epistemic+deontic

Lw1,w

Art of Infallibility 1

UIMA outp

ut

+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

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Art of Infallibility 1

UIMA outp

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+planning+arg semantics

epistemic

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FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

What is AI for you?

Tuesday, October 1, 13

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Art of Infallibility 1

UIMA outp

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+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

What is AI for you?

Tuesday, October 1, 13

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Lw1,w

Art of Infallibility 1

UIMA outp

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+planning+arg semantics

epistemic

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FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Elevated AI only!:

“The ultimate goal of AI is to build a person, or more humbly, an animal.” —C&M

What is AI for you?

Tuesday, October 1, 13

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Art of Infallibility 1

UIMA outp

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+planning+arg semantics

epistemic

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FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Darwininan “Canine” AI

Tuesday, October 1, 13

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Lw1,w

Art of Infallibility 1

UIMA outp

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+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

“Monkey” AI

Tuesday, October 1, 13

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Art of Infallibility 1

UIMA outp

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+planning+arg semantics

epistemic

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FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

“Full-Watson” AI

Tuesday, October 1, 13

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Lw1,w

Art of Infallibility 1

UIMA outp

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+planning+arg semantics

epistemic

...

FOL

heterogeneous/visual

Infinitary (AoI 2)

SOL

...

Person-Aspiring AI

Tuesday, October 1, 13