Current Theses & Labs
Title Type Contact/Supervisor Assigned Student(s)
Automated Foosball Tracking B Joël Mathys ,Till Aczél HS 24 This email address is protected from spam bots. You need JavaScript enabled to view it.
Neural Fluid Simulation with GNNs S Joël Mathys ,Florian Grötschla HS 24 This email address is protected from spam bots. You need JavaScript enabled to view it.
Wave Function Collapse for Graph Generation S Till Aczél ,Joël Mathys HS 24 This email address is protected from spam bots. You need JavaScript enabled to view it.
GNNs for Supply Chain Networks S Florian Grötschla ,Joël Mathys FS 24 This email address is protected from spam bots. You need JavaScript enabled to view it.
Graphs in Medicine: Working with Blood Vessel Networks M Joël Mathys ,Andreas Plesner FS 24 This email address is protected from spam bots. You need JavaScript enabled to view it.
Puzzle solving with Graph Neural Networks S Joël Mathys ,Benjamin Estermann FS 24 This email address is protected from spam bots. You need JavaScript enabled to view it.
Stock Market Graphs S Florian Grötschla ,Joël Mathys FS 24 This email address is protected from spam bots. You need JavaScript enabled to view it. ,This email address is protected from spam bots. You need JavaScript enabled to view it.
Past Theses & Labs
Title Type Contact/Supervisor Assigned Student(s)
Reinforcement Learning for State-Based Algorithms on Graphs [confidential] M Florian Grötschla ,Joël Mathys FS 24 This email address is protected from spam bots. You need JavaScript enabled to view it.
Object-Centric Reasoning with Language and Code [confidential] G Benjamin Estermann ,Joël Mathys HS 23 This email address is protected from spam bots. You need JavaScript enabled to view it.
Exploring Activation Ensembles for Feed-Forward Neural Networks B Florian Grötschla ,Joël Mathys HS 23 This email address is protected from spam bots. You need JavaScript enabled to view it.
GNNs for TPU Graphs S Joël Mathys ,Florian Grötschla HS 23 This email address is protected from spam bots. You need JavaScript enabled to view it.
Train Small - Solve Big: Reinforcement Learning on Logic Puzzles using Graph Neural Networks [confidential] M Benjamin Estermann ,Joël Mathys HS 23 This email address is protected from spam bots. You need JavaScript enabled to view it.
Enhancing GNNs: An Exploration of Iterative Solving and Augmentation Techniques B Joël Mathys ,Florian Grötschla FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it.
Enhancing the Building Blocks of Language-Based Visual Reasoning for ARC M Joël Mathys ,Benjamin Estermann FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it.
Asynchronous GNNs [confidential] G Joël Mathys ,Florian Grötschla FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it.
Finite State Algorithm Learning on Graphs [confidential] M Joël Mathys ,Florian Grötschla FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it.
SALSA-CLRS: A Sparse and Scalable Benchmark for Algorithmic Reasoning [confidential] S Florian Grötschla ,Joël Mathys FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it.
Reinforcement Learning of TSP Heuristics with Message Passing Neural Networks G Xiaofeng Flint Fan ,Joël Mathys FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. ,This email address is protected from spam bots. You need JavaScript enabled to view it.
A Generalisation Benchmark for Machine Learning Methods Predicting Fluid Flows [confidential] B Florian Grötschla ,Joël Mathys FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it.
A Neural-Guided Program Synthesis Approach to the Abstraction and Reasoning Challenge [confidential] G Joël Mathys ,Benjamin Estermann HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it.
Abstraction and Reasoning Challenge - Reasoning with Language [confidential] G Joël Mathys ,Benjamin Estermann HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. ,This email address is protected from spam bots. You need JavaScript enabled to view it.
Efficient Graph Drawing with GNNs using Overlay Graphs [confidential] B Florian Grötschla ,Joël Mathys HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it.
Exploring Graph Neural Networks and Hierarchical Structures for Traffic Forecasting B Joël Mathys ,Florian Grötschla HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it.
Real Time Public Transport App S Joël Mathys FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it.