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Poisoning the Search Space in Neural Architecture Search.

This repository contains the poisoning experiments carried out on the ENAS algorithm.

Group Poisoning Set
Baseline P0 = {}
Identity P1 = {Identity}
Gaussian Noise P2 = {Gaussian(sigma=2.0) or Gaussian(sigma=10.0)}
Dropout P3 = {Dropout(p=0.9) or Dropout(p=1.0)}
Transposed Convolutions P4 = {3x3 TransposedConv and 5x5 Transposed Conv}
Stretched Convolutions P5 = {Conv(k=3, p=50, d=50)}
Grouped Operations P6 = (P1 or {Conv(k=3, p=54, d=54)}) + P2 + P3 + P4 + P5

See individual experiment files for branches and probabilistic pick functions.