1k citations · 2k across the 24 of their papers we have counts for
4 papers · 1 filter
Transfer Learning using Spectral Convolutional Autoencoders on Semi-Regular Surface Meshes
Sara Hahner, Felix Kerkhoff, Jochen Garcke
The underlying dynamics and patterns of 3D surface meshes deforming over time can be discovered by unsupervised learning, especially autoencoders, which calculate low-dimensional e…
Graph Modeling in Computer Assisted Automotive Development
Anahita Pakiman, Jochen Garcke
We consider graph modeling for a knowledge graph for vehicle development, with a focus on crash safety. An organized schema that incorporates information from various structured an…
The elements of flexibility for task-performing systems
Sebastian Mayer, Leo Francoso Dal Piccol Sotto, Jochen Garcke
What makes living systems flexible so that they can react quickly and adapt easily to changing environments? This question has not only engaged biologists for decades but is also o…
Canonical convolutional neural networks
Lokesh Veeramacheneni, Moritz Wolter, Reinhard Klein +1
We introduce canonical weight normalization for convolutional neural networks. Inspired by the canonical tensor decomposition, we express the weight tensors in so-called canonical…