of 13 october 6-7, 2010emerging frontiers of information: kickoff 1 madhu sudan microsoft research +...

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of 13 October 6-7, 2010 Emerging Frontiers of Information: Kickoff 1 Madhu Sudan Microsoft Research + MIT Communication & Computation A need for a new unifying theory

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Page 1: Of 13 October 6-7, 2010Emerging Frontiers of Information: Kickoff 1 Madhu Sudan Microsoft Research + MIT TexPoint fonts used in EMF. TexPoint fonts used

of 13October 6-7, 2010 Emerging Frontiers of Information: Kickoff 1

Madhu SudanMicrosoft Research + MIT

Communication & ComputationA need for a new unifying theory

Page 2: Of 13 October 6-7, 2010Emerging Frontiers of Information: Kickoff 1 Madhu Sudan Microsoft Research + MIT TexPoint fonts used in EMF. TexPoint fonts used

UT-Austin: Communication & Computation 2 of 1304/28/2009

Theory of Communication

Shannon’s architecture for communication over noisy channel

Yields reliable communication (and storage (= communication across time)).

Noisy Channel Encoder Decoder Y Ŷ m

= E(m)

D(Ŷ)= m?

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Encoders & Decoders?

Mathematically: (arbitrary) functions.

Physically: Pieces of hardware – to compute certain functions.

(Mathematical/Physical question): Why should the set of functions required have

nice hardware to compute them?

October 6-7, 2010

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Consequence

Any ((polynomial time) computable) function does have nice hardware.

However … Requires reliable CPU $ RAM Requires reliable RAM

Conclusion: Computing needs Communication Communication needs Computing (we are extremely lucky to get out of the loop)

October 6-7, 2010

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~ 70 years since

Computing and Communication thriving Separate theoretically Unified physically (in gadgets in my pocket).

My Opinion: Need to unify the theories Why?

Need to know the limits of what can be done Need to know what is being done?

What are ? Modern practice has rich mix of

computing/communication apps? What is the problem space? What is the solution space?

October 6-7, 2010

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Communication: Goals, Semantics

To make for reliable, useful, communication: Need to formalize: Goals of communication

In each usage Why is each player communicating? What is the

end effect that it desires? What is each player assuming about others? How will it know if something goes wrong?

Communication should preserve meaning: Players allow for, and recover from,

misunderstandings at endpoints.

October 6-7, 2010

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Emerging Frontiers of Information: Kickoff 8 of 13October 6-7, 2010

The Meaning of Bits

Why did miscommunication occur? Alice assumed Bob knows colloquial English; But she’s actually talking to some Bob’ who doesn’t.

Channel Alice Bob 01001011 01001011

Bob Freeze!

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Modelling Miscommunication

Classical Shannon Model

October 6-7, 2010

A B Channel

B2

Ak

A3

A2

A1 B1

B3

Bj

Semantic Communication Model

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Our claims

(based on joint works with Juba, Goldreich, Kalai, Khanna) Semantic Communication can be achieved with

almost full diversity If goals of communication are formally

captured and “sensible”; and players are “helpful” [GJS]

Communication does offer advantages even in purely informational settings [JS1]

Can be attained almost w.l.o.efficiency [JS2] Explains difference between engineered and

natural communication (e.g., ambiguity in natural language) [JKKS]

October 6-7, 2010

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Communicating Knowledge [JS1]

Knowledge (X) = Subset of Information (X) Useful/Useable Not known without X.

[Goldwasser,Micali,Rackoff ~86] Knowledge · Information (usually <<)

In all practical settings: Suffices to communication Knowledge. Can be communicated with misunderstanding. Can be used to overcome misunderstanding. Because it is useful!

October 6-7, 2010

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Going Forward

Need to build robust theory of “why (anyone/everyone) communicate(s)”

Combine with Semantics

Needed to improve Improve Reliability Reduce Vulnerability Increase efficiency Safely transfer all information to digital form.

October 6-7, 2010

Channel B2

Ak

A3 A2 A1 B1

B3

Bj

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References

[JS1]: Juba and Sudan, STOC 2008.

[GJS]: Goldreich, Juba, and Sudan, ECCC 2009

[JS2]: Juba and Sudan, ICS 2011 (to appear)

[JKKS]: Juba, Kalai, Khanna, Sudan, ICS 2011 (to appear)

October 6-7, 2010