TY - GEN
T1 - A stress-free sum-of-squares lower bound for coloring
AU - Kothari, Pravesh K.
AU - Manohar, Peter
N1 - Publisher Copyright:
© Pravesh K. Kothari and Peter Manohar; licensed under Creative Commons License CC-BY 4.0
PY - 2021/7/1
Y1 - 2021/7/1
N2 - We prove that with high probability over the choice of a random graph G from the Erdős-Rényi distribution G(n, 1/2), a natural nO(ε2 log n)-time, degree O(ε2 log n) sum-of-squares semidefinite program cannot refute the existence of a valid k-coloring of G for k = n1/2+ε. Our result implies that the refutation guarantee of the basic semidefinite program (a close variant of the Lovász theta function) cannot be appreciably improved by a natural o(log n)-degree sum-of-squares strengthening, and this is tight up to a no(1) slack in k. To the best of our knowledge, this is the first lower bound for coloring G(n, 1/2) for even a single round strengthening of the basic SDP in any SDP hierarchy. Our proof relies on a new variant of instance-preserving non-pointwise complete reduction within SoS from coloring a graph to finding large independent sets in it. Our proof is (perhaps surprisingly) short, simple and does not require complicated spectral norm bounds on random matrices with dependent entries that have been otherwise necessary in the proofs of many similar results [12, 33, 45, 28, 51]. Our result formally holds for a constraint system where vertices are allowed to belong to multiple color classes; we leave the extension to the formally stronger formulation of coloring, where vertices must belong to unique colors classes, as an outstanding open problem.
AB - We prove that with high probability over the choice of a random graph G from the Erdős-Rényi distribution G(n, 1/2), a natural nO(ε2 log n)-time, degree O(ε2 log n) sum-of-squares semidefinite program cannot refute the existence of a valid k-coloring of G for k = n1/2+ε. Our result implies that the refutation guarantee of the basic semidefinite program (a close variant of the Lovász theta function) cannot be appreciably improved by a natural o(log n)-degree sum-of-squares strengthening, and this is tight up to a no(1) slack in k. To the best of our knowledge, this is the first lower bound for coloring G(n, 1/2) for even a single round strengthening of the basic SDP in any SDP hierarchy. Our proof relies on a new variant of instance-preserving non-pointwise complete reduction within SoS from coloring a graph to finding large independent sets in it. Our proof is (perhaps surprisingly) short, simple and does not require complicated spectral norm bounds on random matrices with dependent entries that have been otherwise necessary in the proofs of many similar results [12, 33, 45, 28, 51]. Our result formally holds for a constraint system where vertices are allowed to belong to multiple color classes; we leave the extension to the formally stronger formulation of coloring, where vertices must belong to unique colors classes, as an outstanding open problem.
KW - Graph coloring
KW - Independent set
KW - Lower bounds
KW - Sum-of-squares
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U2 - 10.4230/LIPIcs.CCC.2021.23
DO - 10.4230/LIPIcs.CCC.2021.23
M3 - Conference contribution
AN - SCOPUS:85115287553
T3 - Leibniz International Proceedings in Informatics, LIPIcs
BT - 36th Computational Complexity Conference, CCC 2021
A2 - Kabanets, Valentine
PB - Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing
T2 - 36th Computational Complexity Conference, CCC 2021
Y2 - 20 July 2021 through 23 July 2021
ER -