Beschreibung
The workshop New Challenges in Neural Computation and Machine Learning takes place for the eights time as a workshop jointly organized by the GI Fachgruppe Neuronale Netze and by the German Neural networks society, this year accompanying the prestigious GCPR in Basel. The goal of the workshop is to provide a platform for researchers in the field to exchange ideas about ongoing work, open problems, challenges, or also yet unsuccessful approaches in this domain, and to provide a gentle audience also for comparably new researchers in the field.
Programm
| until 9:00 | Registration at the conference location Hebelstrasse 20 around the corner |
| 9:00-9:05 | Opening, the workshop takes place in the Bernoullianum 32, room 223, Bernoullistrasse 30 |
| 9:05-10:20 | Learning with Drift and Transfer Learning- Thomas Villmann, Sascha Saralajew: Restricted Tangent Metrics for Robust Learning Vector Quantization of Data with Local Drifts
- Muhammad Haris, Benjamin Metka, Mathias Franzius, Ute Bauer-Wersing: Condition Invariant Visual Localization Using Slow Feature Analysis
- Witali Aswolinskiy, Barbara Hammer: Unsupervised Transfer Learning for Time Series via Self-Predictive Modelling - First Results
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| 10:30-11:00 | Coffee break around the corner at Hebelstrasse 20 |
| 11:05-11:30 | Privacy in ML- Johannes Brinkrolf, Kolja Berger, Barbara Hammer: Differential Privacy for Learning Vector Quantization
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| 11:30-12:30 | Keynote Talk
Thomas Martinetz (Univ.Lübeck): Hierarchical Sensing |
| 12:30-14:00 | Lunch break (e.g. at the Mensa of the University Basel) |
| 14:00-i15:00 | Keynote Talk
Frank Hutter (Univ. Freiburg): Towards End-to-end Learning and Optimization |
| 15:00-15:25 | Robotics- Falko Lischke, Frank Bahrmann, Sven Hellbach, Hans-Joachim Böhme: RoNiSCo: Robotic Night Shift Companion
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| 15:30-16:00 | Coffee break around the corner at Hebelstrasse 20 |
| 16:05-17:20 | Prior Knowledge and Interpretability in ML- Sebastian Schrom, Stephan Hasler: Effects of Domain Awareness in Generalizing over Cameras in Road Detection
- Johannes Silberbauer, Benedict Flade, Stephan Hasler, Malte Probst, Julian Eggert: Strategies for Improving Camera to Map Alignment
- Thomas Villmann: Grassmann Manifolds for Prototype Based
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| 17:40-17:30 | Nomination of the best presentation award and closing |
| 17:30-18:00 | Meeting of the GI Fachgruppe Neural Networks and of the German Neural Networks Society |