135 citations · 182 across the 17 of their papers we have counts for
4 papers · 1 filter
Cosmology from Galaxy Redshift Surveys with PointNet
Sotiris Anagnostidis, Arne Thomsen, Tomasz Kacprzak +4
In recent years, deep learning approaches have achieved state-of-the-art results in the analysis of point cloud data. In cosmology, galaxy redshift surveys resemble such a permutat…
Mastering Spatial Graph Prediction of Road Networks
Sotiris Anagnostidis, Aurelien Lucchi, Thomas Hofmann
Accurately predicting road networks from satellite images requires a global understanding of the network topology. We propose to capture such high-level information by introducing…
The Curious Case of Benign Memorization
Sotiris Anagnostidis, Gregor Bachmann, Lorenzo Noci +1
Despite the empirical advances of deep learning across a variety of learning tasks, our theoretical understanding of its success is still very restricted. One of the key challenges…
Signal Propagation in Transformers: Theoretical Perspectives and the Role of Rank Collapse
Lorenzo Noci, Sotiris Anagnostidis, Luca Biggio +3
Transformers have achieved remarkable success in several domains, ranging from natural language processing to computer vision. Nevertheless, it has been recently shown that stackin…