78 citations · 79 across the 4 of their papers we have counts for
4 papers
GLAudio Listens to the Sound of the Graph
Aurelio Sulser, Johann Wenckstern, Clara Kuempel
We propose GLAudio: Graph Learning on Audio representation of the node features and the connectivity structure. This novel architecture propagates the node features through the gra…
Limits of Deep Learning: Sequence Modeling through the Lens of Complexity Theory
Nikola Zubić, Federico Soldá, Aurelio Sulser +1
Despite their successes, deep learning models struggle with tasks requiring complex reasoning and function composition. We present a theoretical and empirical investigation into th…
Dynablox: Real-time Detection of Diverse Dynamic Objects in Complex Environments
Lukas Schmid, Olov Andersson, Aurelio Sulser +2
Real-time detection of moving objects is an essential capability for robots acting autonomously in dynamic environments. We thus propose Dynablox, a novel online mapping-based appr…
Ramsey numbers for multiple copies of sparse graphs
Aurelio Sulser, Miloš Trujić
For a graph and an integer , we let denote the disjoint union of copies of . In 1975, Burr, Erdős, and Spencer initiated the study of Ramsey numbers for , on…