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. Author manuscript; available in PMC: 2020 Apr 7.
Published in final edited form as: Adv Neural Inf Process Syst. 2019 Dec;32:10552–10563.

Table 1:

Graph statistics of generated formulas (mean ± std. (relative error to training formulas)).

Method VIG
VCG
LCG
Clustering Modularity Variable αv Clause αc Modularity Modularity
Training 0.50±0.07 0.58±0.09 3.57±1.08 4.53±1.09 0.74±0.06 0.63±0.05

CA 0.33±0.08(34%) 0.48±0.10(17%) 6.30±1.53(76%) N/A 0.65±0.08(12%) 0.53±0.05(16%)
PS(T=0) 0.82±0.04(64%) 0.72±0.13(24%) 3.25±0.89(9%) 4.70±1.59(4%) 0.86±0.05(16%) 0.64±0.05(2%)
PS(T=1.5) 0.30±0.10(40%) 0.14±0.03(76%) 4.19±1.10(17%) 6.86±1.65(51%) 0.40±0.05(46%) 0.41±0.05(35%)
G2SAT 0.41±0.09(18%) 0.54±0.11(7%) 3.57±1.08(0%) 4.79±2.80(6%) 0.68±0.07(8%) 0.67±0.03(6%)
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