tensorflow-nalu
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A tensorflow implementation of Neural Arithmetic Logic Unit, Trask et al. Paper: https://arxiv.org/abs/1808.00508
The NALU cell proposed in the paper had a major drawback that it can't model multiplication of negative inputs since multiplication is implemented as addition in log-space.
A solution to this was to avoid working in the log-space of the inputs and instead use the asinh function as porposed here: https://www.reddit.com/r/MachineLearning/comments/94833t/neural_arithmetic_logic_units/e3u974x/
from nalu.layers.nalu_layer import NaluLayer nalu_layer = NaluLayer(FEATURES_NUM, OUTPUT_DIM, HIDDEN_DIM, N_CELLS, CORE_CELL_TYPE) outputs = nalu_layer(input)
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