Christian Bayer, Peter-Karl Friz
01.01.2021 − 31.12.2022
WIAS / TU Berlin
We analyse residual neural networks using rough path theory. Extending worst-case stability analysis developed in the first funding period, we now embrace the stochastic nature (random initialization, stochastic optimization) of training networks, seen as ultimate justification of rough path analysis for deep networks.