Succinct Hitting Sets and Barriers to Proving Lower Bounds for Algebraic Circuits

被引:7
作者
Forbes, Michael A. [1 ]
Shpilka, Amir [2 ]
Volk, Ben Lee [3 ]
机构
[1] Univ Illinois, Champaign, IL 61820 USA
[2] Tel Aviv Univ, CS Dept, Tel Aviv, Israel
[3] CALTECH, Pasadena, CA 91125 USA
基金
以色列科学基金会;
关键词
algebraic circuits; lower bounds; derandomization; polynomial identity testing; barriers; ARITHMETIC CIRCUITS; DEPTH; 4; COMPLEXITY; MONOTONE; CONSTRUCTIONS; CHASM; SIZE; REDUCTION; FORMULAS; HARDNESS;
D O I
10.4086/toc.2018.v014a018
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We formalize a framework of algebraically natural lower bounds for algebraic circuits. Just as with the natural proofs notion of Razborov and Rudich (1997) for Boolean circuit lower bounds, our notion of algebraically natural lower bounds captures nearly all lower bound techniques known. However, unlike in the Boolean setting, there has been no concrete evidence demonstrating that this is a barrier to obtaining super-polynomial lower bounds for general algebraic circuits, as there is little understanding whether algebraic circuits are expressive enough to support "cryptography" secure against algebraic circuits. Following a similar result of Williams (2016) in the Boolean setting, we show that the existence of an algebraic natural proofs barrier is equivalent to the existence of succinct derandomization of the polynomial identity testing problem, that is, to the existence of a hitting set for the class of poly(N)-degree poly(N)-size circuits which consists of coefficient vectors of polynomials of polylog(N) degree with polylog(N)-size circuits. Further, we give an explicit universal construction showing that if such a succinct hitting set exists, then our universal construction suffices. Further, we assess the existing literature constructing hitting sets for restricted classes of algebraic circuits and observe that none of them are succinct as given. Yet, we show how to modify some of these constructions to obtain succinct hitting sets. This constitutes the first evidence supporting the existence of an algebraic natural proofs barrier. Our framework is similar to the Geometric Complexity Theory (GCT) program of Mulmuley and Sohoni (2001), except that here we emphasize constructiveness of the proofs while the GCT program emphasizes symmetry. Nevertheless, our succinct hitting sets have relevance to the GCT program as they imply lower bounds for the complexity of the defining equations of polynomials computed by small circuits.
引用
收藏
页数:45
相关论文
共 107 条
[91]   BLACKBOX IDENTITY TESTING FOR BOUNDED TOP-FANIN DEPTH-3 CIRCUITS: THE FIELD DOESN'T MATTER [J].
Saxena, Nitin ;
Seshadhri, C. .
SIAM JOURNAL ON COMPUTING, 2012, 41 (05) :1285-1298
[92]   AN ALMOST OPTIMAL RANK BOUND FOR DEPTH-3 IDENTITIES [J].
Saxena, Nitin ;
Seshadhri, C. .
SIAM JOURNAL ON COMPUTING, 2011, 40 (01) :200-224
[93]   FAST PROBABILISTIC ALGORITHMS FOR VERIFICATION OF POLYNOMIAL IDENTITIES [J].
SCHWARTZ, JT .
JOURNAL OF THE ACM, 1980, 27 (04) :701-717
[94]   IP = PSPACE [J].
SHAMIR, A .
JOURNAL OF THE ACM, 1992, 39 (04) :869-877
[95]   READ-ONCE POLYNOMIAL IDENTITY TESTING [J].
Shpilka, Amir ;
Volkovich, Ilya .
COMPUTATIONAL COMPLEXITY, 2015, 24 (03) :477-532
[96]   Arithmetic Circuits: A Survey of Recent Results and Open Questions [J].
Shpilka, Amir ;
Yehudayoff, Amir .
FOUNDATIONS AND TRENDS IN THEORETICAL COMPUTER SCIENCE, 2009, 5 (3-4) :207-388
[97]  
Smolensky Roman, 1987, 19 ACM STOC, P77
[98]   CALCULATION COMPLEXITY OF ELEMENTARILY SYMMETRICAL FUNCTIONS AND INTERPOLATION COEFFICIENTS [J].
STRASSEN, V .
NUMERISCHE MATHEMATIK, 1973, 20 (03) :238-251
[99]   THE GAP BETWEEN MONOTONE AND NON-MONOTONE CIRCUIT COMPLEXITY IS EXPONENTIAL [J].
TARDOS, E .
COMBINATORICA, 1988, 8 (01) :141-142
[100]   Improved bounds for reduction to depth 4 and depth 3 [J].
Tavenas, Sebastien .
INFORMATION AND COMPUTATION, 2015, 240 :2-11