Matrix rigidity of random toeplitz matrices

We prove that random n-by-n Toeplitz (alternatively Hankel) matrices over F2 have rigidity Ω(n3/r2logn) for rank r ≥ √n, with high probability. For r = o(n/logn · loglogn), this improves over the Ω(n2/r · log(n/r)) bound that is known for many explicit matrices. Our result implies that the explicit trilinear [n]× [n] × [2n] function defined by F(x,y,z) = ∑i,jxi yj zi+j has complexity Ω(n3/5) in the multilinear circuit model suggested by Goldreich and Wigderson (ECCC, 2013), which yields an exp(n3/5) lower bound on the size of the so-called canonical depth-three circuits for F. We also prove that F has complexity Ω(n2/3) if the multilinear circuits are further restricted to be of depth 2. In addition, we show that a matrix whose entries are sampled from a 2−n-biased distribution has complexity Ω(n2/3), regardless of depth restrictions, almost matching the known O(n2/3) upper bound for any matrix. We turn this randomized construction into an explicit 4-linear construction with similar lower bounds, using the quadratic small-biased construction of Mossel et al. (RS&A, 2006).

[1]  Elchanan Mossel,et al.  On ε‐biased generators in NC0 , 2006, Random Struct. Algorithms.

[2]  Joel Friedman,et al.  A note on matrix rigidity , 1993, Comb..

[3]  Avi Wigderson,et al.  On the Size of Depth-Three Boolean Circuits for Computing Multilinear Functions , 2013, Electron. Colloquium Comput. Complex..

[4]  Leslie G. Valiant,et al.  Graph-Theoretic Arguments in Low-Level Complexity , 1977, MFCS.

[5]  Rudolf Lide,et al.  Finite fields , 1983 .

[6]  Peter Bürgisser,et al.  Lower bounds on the bounded coefficient complexity of bilinear maps , 2004, JACM.

[7]  Luca Trevisan,et al.  On epsilon-Biased Generators in NC0 , 2003, Electron. Colloquium Comput. Complex..

[8]  Moni Naor,et al.  Small-Bias Probability Spaces: Efficient Constructions and Applications , 1993, SIAM J. Comput..

[9]  Pavel Pudlák,et al.  Satisfiability Coding Lemma , 1997, Proceedings 38th Annual Symposium on Foundations of Computer Science.

[10]  Michael E. Saks,et al.  An improved exponential-time algorithm for k-SAT , 2005, JACM.

[11]  Michael E. Saks,et al.  Efficient Indexing of Necklaces and Irreducible Polynomials over Finite Fields , 2014, Theory Comput..

[12]  Oded Goldreich,et al.  Computational complexity: a conceptual perspective , 2008, SIGA.

[13]  Satyanarayana V. Lokam Complexity Lower Bounds using Linear Algebra , 2009, Found. Trends Theor. Comput. Sci..

[14]  Johan Håstad,et al.  Almost optimal lower bounds for small depth circuits , 1986, STOC '86.

[15]  Daniel A. Spielman,et al.  A Remark on Matrix Rigidity , 1997, Inf. Process. Lett..

[16]  Noga Alon,et al.  Simple Construction of Almost k-wise Independent Random Variables , 1992, Random Struct. Algorithms.

[17]  Ran Raz On the Complexity of Matrix Product , 2003, SIAM J. Comput..