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 50 条
  • [31] Proving lower bounds for distributed ad hoc broadcast
    Basagni, S
    PARALLEL AND DISTRIBUTED COMPUTING SYSTEMS, 2001, : 171 - 176
  • [32] ON DEFINING INTEGERS AND PROVING ARITHMETIC CIRCUIT LOWER BOUNDS
    Buergisser, Peter
    COMPUTATIONAL COMPLEXITY, 2009, 18 (01) : 81 - 103
  • [33] Shuffles and Circuits (On Lower Bounds for Modern Parallel Computation)
    Roughgarden, Tim
    Vassilvitskii, Sergei
    Wang, Joshua R.
    JOURNAL OF THE ACM, 2018, 65 (06)
  • [34] Lower Bounds for Arithmetic Circuits via the Hankel Matrix
    Fijalkow, Nathanael
    Lagarde, Guillaume
    Ohlmann, Pierre
    Serre, Olivier
    COMPUTATIONAL COMPLEXITY, 2021, 30 (02)
  • [35] Lower Bounds for Arithmetic Circuits via the Hankel Matrix
    Fijalkow, Nathanael
    Lagarde, Guillaume
    Ohlmann, Pierre
    Serre, Olivier
    37TH INTERNATIONAL SYMPOSIUM ON THEORETICAL ASPECTS OF COMPUTER SCIENCE (STACS 2020), 2020, 154
  • [36] Lower bounds on arithmetic circuits via partial derivatives
    Nisan, N
    Wigderson, A
    COMPUTATIONAL COMPLEXITY, 1997, 6 (03) : 217 - 234
  • [37] LOWER BOUNDS FOR DEPTH-THREE ARITHMETIC CIRCUITS WITH SMALL BOTTOM FANIN
    Kayal, Neeraj
    Saha, Chandan
    COMPUTATIONAL COMPLEXITY, 2016, 25 (02) : 419 - 454
  • [38] Tight Cell-Probe Lower Bounds for Dynamic Succinct Dictionaries
    Li, Tianxiao
    Liang, Jingxun
    Yu, Huacheng
    Zhou, Renfei
    2023 IEEE 64TH ANNUAL SYMPOSIUM ON FOUNDATIONS OF COMPUTER SCIENCE, FOCS, 2023, : 1842 - 1862
  • [39] Lower Bounds for Maximal Matchings and Maximal Independent Sets
    Balliu, Alkida
    Brandt, Sebastian
    Hirvonen, Juho
    Olivetti, Dennis
    Rabie, Mikael
    Suomela, Jukka
    2019 IEEE 60TH ANNUAL SYMPOSIUM ON FOUNDATIONS OF COMPUTER SCIENCE (FOCS 2019), 2019, : 481 - 497
  • [40] Lower Bounds for Maximal Matchings and Maximal Independent Sets
    Balliu, Alkida
    Brandt, Sebastian
    Hirvonen, Juho
    Olivetti, Dennis
    Rabie, Mikael
    Suomela, Jukka
    JOURNAL OF THE ACM, 2021, 68 (05)