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cs.LG2024
Closed-Form Interpretation of Neural Network Latent Spaces with Symbolic Gradients
Sebastian J. Wetzel, Zakaria Patel
It has been demonstrated that artificial neural networks like autoencoders or Siamese networks encode meaningful concepts in their latent spaces. However, there does not exist a co…
cs.LG2021
Extremal learning: extremizing the output of a neural network in regression problems
Zakaria Patel, Markus Rummel
Neural networks allow us to model complex relationships between variables. We show how to efficiently find extrema of a trained neural network in regression problems. Finding the e…