91 citations
- Indian Institute of Science BangaloreIN28 papers
- Indian Institute of Technology MadrasIN12 papers
- University of FreiburgDE7 papers
- Carnegie Mellon UniversityUS5 papers
- Robert Bosch (Germany)DE5 papers
- Robert Bosch (United States)US5 papers
- Karlsruhe Institute of TechnologyDE4 papers
- Robert Bosch (Taiwan)TW4 papers
- Technical University of MunichDE4 papers
- University of TübingenDE4 papers
- Intel (United States)US3 papers
- Leibniz University HannoverDE3 papers
4 papers · 1 filter
Which Minimizer Does My Neural Network Converge To?
Manuel Nonnenmacher, David Reeb, Ingo Steinwart
The loss surface of an overparameterized neural network (NN) possesses many global minima of zero training error. We explain how common variants of the standard NN training procedu…
Fast and Robust Shortest Paths on Manifolds Learned from Data
Georgios Arvanitidis, Søren Hauberg, Philipp Hennig +1
We propose a fast, simple and robust algorithm for computing shortest paths and distances on Riemannian manifolds learned from data. This amounts to solving a system of ordinary di…
Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution
Thomas Elsken, Jan Hendrik Metzen, Frank Hutter
Neural Architecture Search aims at automatically finding neural architectures that are competitive with architectures designed by human experts. While recent approaches have achiev…
OpenML Benchmarking Suites
Bernd Bischl, Giuseppe Casalicchio, Matthias Feurer +6
Machine learning research depends on objectively interpretable, comparable, and reproducible algorithm benchmarks. We advocate the use of curated, comprehensive suites of machine l…