5 citations · 5 across the 2 of their papers we have counts for
3 papers
cs.LG2020
Knowledge as Invariance -- History and Perspectives of Knowledge-augmented Machine Learning
Alexander Sagel, Amit Sahu, Stefan Matthes +5
Research in machine learning is at a turning point. While supervised deep learning has conquered the field at a breathtaking pace and demonstrated the ability to solve inference pr…
cs.NE2018
Dynamic Variational Autoencoders for Visual Process Modeling
Alexander Sagel, Hao Shen
This work studies the problem of modeling visual processes by leveraging deep generative architectures for learning linear, Gaussian representations from observed sequences. We pro…
cs.CV2017★ 5 cited
Alignment Distances on Systems of Bags
Alexander Sagel, Martin Kleinsteuber
Recent research in image and video recognition indicates that many visual processes can be thought of as being generated by a time-varying generative model. A nearby descriptive mo…