If I were a UGC skeptic…. Inapproximability in an alternate universe 1992: PCP Theorem proven;...
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Transcript of If I were a UGC skeptic…. Inapproximability in an alternate universe 1992: PCP Theorem proven;...
If I were a UGC skeptic…
Inapproximability in an alternate universe
1992: PCP Theorem proven; Max-3Sat is hard, 1 vs. .9999
1994: Ran Raz takes up painting, Feige and Kilian never meet, no one proves the
Parallel Repetition Theorem.
(OR)
1997: Johan Håstad takes up fishing, no one writes
Some Optimal Inapproximability Results.
2001: People bemoan lack of sharp inapproximability results.
Inapproximability in an alternate universe
2002: Feige publishes [Fei02], shows that “Hypothesis 1” implies sharp
inapproximability ratios for Max-3Sat, Max-3And, Max-3Lin; some hardness for
Min-Bisection, Densest Subgraph, etc.
2003: Misha Alekhnovich publishes [Ale03], shows that “Conjecture 1” implies
Feige’s “Hypothesis 1”. Focuses attention on the following problem:
Given a random 3Lin instance with O(n) equations and
a planted 1 − ε solution, find a 1/2 + ε solution.
In particular, Misha conjectures that w.h.p. over the instance, not doable in poly time.
2003 – Alekhnovich Conjecture fever spreads across complexity theory…
Comparison with UGC
We currently have a similar situation:
Contentious conjecture many strong inapproximability results.
But the situation in the alternate universe is far more compelling.
Why?
Because we can generate hard-seeming instances.
UGC on average
As far as I know, no one knows a way to (randomly) generate UGC instances that
“seem harder” than known NP-hardness bounds ([Feige-Reichman]).
As far as I know, no one knows a way to (randomly) generate 2Lin instances that
“seem harder” than known NP-hardness bounds.
Puts UGC True Believers in a bit of a difficult spot.
Challenge Problem
Come up with a distribution on 2Lin instances with 1 − ε solutions such that:
Neither you nor, say, Amin Coja-Oghlan can give a polynomial-time algorithm
finding 1 − 1.25000001ε solutions.
(If you believe UGC, even finding 1 − c ε 1/2 solutions should be hard.)
Or maybe UGC is easyish on feasibly generated inputs.