3 papers
cs.LG2021
Making Differentiable Architecture Search less local
Erik Bodin, Federico Tomasi, Zhenwen Dai
Neural architecture search (NAS) is a recent methodology for automating the design of neural network architectures. Differentiable neural architecture search (DARTS) is a promising…
q-bio.QM2018
Group induced graphical lasso allows for discovery of molecular pathways-pathways interactions
Veronica Tozzo, Federico Tomasi, Margherita Squillario +1
Complex systems may contain heterogeneous types of variables that interact in a multi-level and multi-scale manner. In this context, high-level layers may considered as groups of v…
stat.ML2018
Latent Variable Time-varying Network Inference
Federico Tomasi, Veronica Tozzo, Saverio Salzo +1
In many applications of finance, biology and sociology, complex systems involve entities interacting with each other. These processes have the peculiarity of evolving over time and…