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  • 标题:Non-commutative circuits and the sum-of-squares problem
  • 本地全文:下载
  • 作者:Pavel Hrubes ; Avi Wigderson ; Amir Yehudayoff
  • 期刊名称:Electronic Colloquium on Computational Complexity
  • 印刷版ISSN:1433-8092
  • 出版年度:2010
  • 卷号:2010
  • 出版社:Universität Trier, Lehrstuhl für Theoretische Computer-Forschung
  • 摘要:We initiate a direction for proving lower bounds on the size of non-commutative arithmetic circuits. This direction is based on a connection between lower bounds on the size of \emph{non-commutative} arithmetic circuits and a problem about \emph{commutative} degree four polynomials, the classical sum-of-squares problem: find the smallest n such that there exists an identity \begin{equation} \label{eqn:hwy def} (x_1^2+x_2^2+\cdots + x_k^2)\cdot (y_1^2+y_2^2+\cdots + y_k^2)= f_{1}^{2}+f_{2}^{2}+\dots +f_{n}^{2} , \end{equation} where each fi=fi(XY) is a bilinear form in X=x1xk and Y=y1yk . Over the complex numbers, we show that a sufficiently strong \emph{super-linear} lower bound on n in \eqref{eqn:hwy def}, namely, nk1+ with \eps0, implies an \emph{exponential} lower bound on the size of arithmetic circuits computing the non-commutative permanent. More generally, we consider such sum-of-squares identities for any \biq\m polynomial h(XY) , namely \begin{equation} \label{eqn:hwy def2} h(X,Y) = f_{1}^{2}+f_{2}^{2}+\dots +f_{n}^{2} . \end{equation} Again, proving nk1+ in \eqref{eqn:hwy def2} for {\em any} explicit h over the complex numbers gives an \emph{exponential} lower bound for the non-commutative permanent. Our proofs relies on several new structure theorems for non-commutative circuits, as well as a non-commutative analog of Valiant's completeness of the permanent. We proceed to prove such super-linear bounds in some restricted cases. We prove that n(k65) in \eqref{eqn:hwy def}, if f1fn are required to have {\em integer} coefficients. Over the {\em real} numbers, we construct an explicit \biq\m polynomial h such that n in (\ref{eqn:hwy def2}) must be at least (k2). Unfortunately, these results do not imply circuit lower bounds. We also present other structural results about non-commutative arithmetic circuits. We show that any non-commutative circuit computing an \emph{ordered} non-commutative polynomial can be efficiently transformed to a syntactically multilinear circuit computing that polynomial. The permanent, for example, is ordered. Hence, lower bounds on the size of syntactically multilinear circuits computing the permanent imply unrestricted non-commutative lower bounds. We also prove an exponential lower bound on the size of non-commutative syntactically multilinear circuit computing an explicit polynomial. This polynomial is, however, not ordered and an unrestricted circuit lower bound does not follow.
  • 关键词:Pavel Hrubes, Avi Wigderson, Amir Yehudayoff
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