Title
On the Power of Homogeneous Depth 4 Arithmetic Circuits
Abstract
We prove exponential lower bounds on the size of homogeneous depth 4 arithmetic circuits computing an explicit polynomial in VP. Our results hold for the Iterated Matrix Multiplication polynomial - in particular we show that any homogeneous depth 4 circuit computing the (1, 1) entry in the product of n generic matrices of dimension nO(1) must have size nΩ(√n). Our results strengthen previous works in two significant ways. 1) Our lower bounds hold for a polynomial in VP. Prior to our work, Kayal et al [KLSSa] proved an exponential lower bound for homogeneous depth 4 circuits (over fields of characteristic zero) computing a poly in VNP. The best known lower bounds for a depth 4 homogeneous circuit computing a poly in VP was the bound of nΩ(log n) by [KLSSb], [KLSSa]. Our exponential lower bounds also give the first exponential separation between general arithmetic circuits and homogeneous depth 4 arithmetic circuits. In particular they imply that the depth reduction results of Koiran [Koi12] and Tavenas [Tav13] are tight even for reductions to general homogeneous depth 4 circuits (without the restriction of bounded bottom fanin). 2) Our lower bound holds over all fields. The lower bound of [KLSSa] worked only over fields of characteristic zero. Prior to our work, the best lower bound for homogeneous depth 4 circuits over fields of positive characteristic was nΩ(log n) [KLSSb], [KLSSa].
Year
DOI
Venue
2014
10.1109/FOCS.2014.46
Foundations of Computer Science
Keywords
DocType
Volume
computational complexity,digital arithmetic,iterative methods,matrix multiplication,VNP,arithmetic circuits,depth reduction,exponential lower bounds,generic matrices,homogeneous depth 4 circuits,homogeneous depth circuits,iterated matrix multiplication polynomial,Lower bounds,arithmetic circuits,depth reduction
Journal
46
Issue
ISSN
Citations 
1
0272-5428
21
PageRank 
References 
Authors
0.70
15
2
Name
Order
Citations
PageRank
Mrinal Kumar 00011649.94
Shubhangi Saraf226324.55