5 results for "neural networks"
Visualizing Loss Landscapes of Neural Networks [P]
Hey r/MachineLearning , Visualizing the loss landscape of a neural network is notoriously tricky since we can't naturally comprehend million-dimensional spaces. We often rely on basic 2D contour analo…
Generative Design of a Gas Turbine Combustor Using Invertible Neural Networks
The need to burn 100% H2 in high efficient gas turbines featuring low NOx combustion in premix mode require the complete redesign of the combustion system to ensure stable operation without any flashb…
Aprendiendo Recurrent Neural Networks (Parte 2): Dándole "memoria" a nuestra red y logrando un MAE de 10.05
En la Parte 1 de esta serie, comenzamos nuestro viaje para predecir la falla de turbinas...…
Towards Understanding the Expressive Power of GNNs with Global Readout
We study the expressive power of message-passing aggregate-combine-readout graph neural networks (ACR-GNNs). Particularly, we focus on the first-order (FO) properties expressible by this formalism. Wh…
Certified geometric robustness -- Super-DeepG
Safety-critical applications are required to perform as expected in normal operations. Image processing functions are often required to be insensitive to small geometric perturbations such as rotation…