Jonas Moritz Kohler

Publication Activity (10 Years)

Years Active: 2017-2020
Publications (10 Years): 8

Top Topics

Augmented Lagrangian Method

Stochastic Process

Convex Optimization

Total Variation Regularization

Top Venues

Publications

Hadi Daneshmand, Jonas Moritz Kohler, Francis R. Bach, Thomas Hofmann, Aurélien Lucchi
Batch normalization provably avoids ranks collapse for randomly initialised deep networks. NeurIPS (2020)
Hadi Daneshmand, Jonas Moritz Kohler, Francis R. Bach, Thomas Hofmann, Aurélien Lucchi
Theoretical Understanding of Batch-normalization: A Markov Chain Perspective. CoRR (2020)
Jonas Moritz Kohler, Hadi Daneshmand, Aurélien Lucchi, Thomas Hofmann, Ming Zhou, Klaus Neymeyr
Exponential convergence rates for Batch Normalization: The power of length-direction decoupling in non-convex optimization. AISTATS (2019)
Jonas Moritz Kohler, Hadi Daneshmand, Aurélien Lucchi, Ming Zhou, Klaus Neymeyr, Thomas Hofmann
Towards a Theoretical Understanding of Batch Normalization. CoRR (2018)
Hadi Daneshmand, Jonas Moritz Kohler, Aurélien Lucchi, Thomas Hofmann
Escaping Saddles with Stochastic Gradients. CoRR (2018)
Hadi Daneshmand, Jonas Moritz Kohler, Aurélien Lucchi, Thomas Hofmann
Escaping Saddles with Stochastic Gradients. ICML (2018)
Jonas Moritz Kohler, Aurélien Lucchi
Sub-sampled Cubic Regularization for Non-convex Optimization. CoRR (2017)
Jonas Moritz Kohler, Aurélien Lucchi
Sub-sampled Cubic Regularization for Non-convex Optimization. ICML (2017)