1 citations · 1 across the 3 of their papers we have counts for
4 papers
Exact Spectral Norm Regularization for Neural Networks
Anton Johansson, Claes Strannegård, Niklas Engsner +1
We pursue a line of research that seeks to regularize the spectral norm of the Jacobian of the input-output mapping for deep neural networks. While previous work rely on upper boun…
The Ecosystem Path to General AI
Claes Strannegård, Niklas Engsner, Pietro Ferrari +5
We start by discussing the link between ecosystem simulators and general AI. Then we present the open-source ecosystem simulator Ecotwin, which is based on the game engine Unity an…
Slope and generalization properties of neural networks
Anton Johansson, Niklas Engsner, Claes Strannegård +1
Neural networks are very successful tools in for example advanced classification. From a statistical point of view, fitting a neural network may be seen as a kind of regression, wh…
Lifelong Learning Starting From Zero
Claes Strannegård, Herman Carlström, Niklas Engsner +3
We present a deep neural-network model for lifelong learning inspired by several forms of neuroplasticity. The neural network develops continuously in response to signals from the…