Jan Koutnik
Jan Koutnik has 2 papers in our library, in 2015–2016; often with Jurgen Schmidhuber, Rupesh Kumar Srivastava, Klaus Greff.
OpenAlex · h-index 15 · 52 works · 8,194 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 178 times in our library · ⭐ Paper Stars ranking: #495
Affiliations
🎓Università della Svizzera italianaLugano ·
Switzerland2010–2020 · 16 papers🔬Dalle Molle Institute for Artificial Intelligence ResearchLugano ·
Switzerland2009–2017 · 15 papers🎓University of Applied Sciences and Arts of Southern SwitzerlandManno ·
Switzerland2011–2017 · 14 papers🎓Czech Technical University in PraguePrague ·
Czechia2003–2010 · 12 papers
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works
Works by year
2010s
Papers
- LSTM: A Search Space Odyssey (2015 · 7,008 citations)
Since its introduction in the mid-1990s, LSTM has accumulated many architectural modifications, but no one had systematically tested which of its parts actually matter. - Recurrent Highway Networks (2016 · 147 citations)
Recurrent networks usually update their hidden state with a single nonlinear step per time step. Making this step-to-step transition deeper should add modeling power, but such models have very long gradient paths and are hard to train, even when built from LSTM cells. Zilly et al. study this problem using Geršgorin's…
Co-authors here
Venues
- IEEE Transactions on Neural Networks and Learning Systems: IEEE Transactions on Neural Networks and Learning Systems 2015
Cited by
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