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Universal Communication. Brendan Juba (MIT) With: Madhu Sudan (MIT). Setting. 101011110001010. 001100101011101. 1111010110001. WHAT IS BOB GAINING FROM THIS INTERACTION??. TO SEE IF THEY ARE INTELLIGENT ?. TO OBTAIN WISDOM?. WHY WOULD YOU TALK TO AN ALIEN ?.
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Universal Communication Brendan Juba (MIT) With: Madhu Sudan (MIT)
Setting 101011110001010 001100101011101 . . . 1111010110001 WHAT IS BOB GAINING FROM THIS INTERACTION??
TO SEE IF THEYARE INTELLIGENT? TO OBTAINWISDOM? WHY WOULD YOU TALKTO AN ALIEN? TO ASK THEM TO STOP BOMBARDINGUS WITH DANGEROUS RADIATION??
Motivation WHAT CAN BOB LEARN FROM ALICE?
Setting • Fix a setS and a stringx • Bob wishes to learn “xS?” • WANT: protocol that terminates with a verdict that is CORRECT (whp) • Also: efficient in length of x
Outline • Definition: Universal protocol • Analysis of communicating wisdom • Generalizing goals
We want a theorem of the form ??? “Here is a Bob s.t. for every alien languageand every instance x,Bob efficiently learns if xS”
Language??? X • Grammar? • Terms? • Strings with interpretations STRONG ASSUMPTIONS!
I COULD HELP,IF I WANTED. Observation Some Alices are unhelpful. x∈S? y∈S? z∈S?
Solution Require Alice be helpful in some language. xS? xS
WHAT’S THE PASSWORD? Observation Some Alices are stillunhelpful. HELLO?? @&^#*&^%$; x? xS I’M NOT TALKINGTO YOU ANYMORE.
Revision • Require that some B’ can efficientlydecide “xS?” with Alice’s assistance,independent of prior message history • Henceforth, such Alices will be called S-helpful
Definition: S-Universal Bob is S-Universal if S-helpfulA polynomialp x (of lengthn)whp Bobdecides “xS?” when conversing withA, within p(n)steps in expectation
Outline • Definition: Universal protocol • Analysis of communicating wisdom • Generalizing goals
MAIN IDEA #1 • We can efficientlyenumerate and runallefficient protocols • If A is S-Helpful, she helps an efficient protocolB’ that appears in the enumeration
MAIN IDEA #2 • If we can get a proof of either xS or xS, we can guarantee correctness • If SIP, such proofsexist • If S is PSPACE-complete, we can reduce proving (non)membershipto other instances of S
Theorem For any PSPACE-completeS,there is a S-Universalprotocol
For how large a class of setscan we exhibit a universal protocol?
Limitation 1: main observation • Suppose that for somex,some malicious alien Alicecan misleadBob (whp) • We can convert Alice into a “helpful” A’who stillmisleadsBob: pad the useful queries • Recall: a S-UniversalBobshould not be misled by a S-HelpfulAlice!
Limitation 1: finishing up • Thus: a S-UniversalBob satisfies a strong soundness condition • In PSPACE we can find the messages that maximize the probability that Bob halts quickly • Since Bob is sound, his verdict on these messages decideS
First limitation If an S-Universalprotocol exists,SPSPACE
Second limitation (Assuming BPP ≠ PSPACE)For any PSPACE-completeS,if Alice helps a protocol of lengthlthe running time of a S-UniversalBobmust include a constant factorthat isexponential in l
Outline • Definition: Universal protocol • Analysis of communicating wisdom • Generalizing goals
What about efficiency? • Our construction obtained wisdom from an Alice who could decide PSPACE • We obtain analogous results with efficientAlices: limit resources used by our interpreter • Depending on resources used to verify, may only be meaningful in an online sense: “Bob converges to a non-trivial interpreter”
General setting • SOME interactions are successful, others are NOT. • We seek a protocol that tells us how to engage in successfulinteractions (whp)
Define: “goal” • Efficiently verifiablesufficientconditions on Bob’s view of interaction • E.g., effective, efficient protocols! • Easy generalization of our definitions and universal protocol for the computational goal to any such goal
(technical) CONCLUSION UNIVERSAL COMMUNICATIONis (only) possible for VERIFIABLE GOALS.
Practical motivation • Designing protocols for individual devices. (cf. sets, pairs, etc.) • Simpler, more robust networks
Practical technical challenges • Design suitable “goals” (think: “program checking”) • Find a restricted class of protocols that permits “length-efficient” setup
Thank you! Questions?