Available Theses & Labs Title Type Contact/Supervisor Assigned Automated Foosball Commentary B/S Till Aczel ,Joël Mathys available Data-Centric Generalization in Neural Algorithmic Reasoning M/S Joël Mathys ,Florian Grötschla available Detecting Blood Vessel Networks from 3D Scans S Andreas Plesner ,Joël Mathys available Current Theses & Labs Title Type Contact/Supervisor Assigned Student(s) SAT Solving with Graph Neural Networks S Saku Peltonen ,Joël Mathys HS 25 This email address is protected from spam bots. You need JavaScript enabled to view it. Mesh Optimization and Neural Closure Modeling Using Graph Neural Networks M Florian Grötschla ,Joël Mathys FS 25 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. 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. Past Theses & Labs Title Type Contact/Supervisor Assigned Student(s) Automated Visual Foosball Tracking B Joël Mathys ,Till Aczel HS 24 This email address is protected from spam bots. You need JavaScript enabled to view it. Expressive GNNs for SAT Solving through Substructure Counting S Saku Peltonen ,Joël Mathys HS 24 This email address is protected from spam bots. You need JavaScript enabled to view it. FinGNN: Financial Graph Neural Networks [confidential] M Joël Mathys ,Rudy Delacour HS 24 This email address is protected from spam bots. You need JavaScript enabled to view it. Wave Function Collapse for Graph Generation [confidential] S Till Aczel ,Joël Mathys HS 24 This email address is protected from spam bots. You need JavaScript enabled to view it. Improving Investment Strategies with GNNs [confidential] S Florian Grötschla ,Joël Mathys FS 24 This email address is protected from spam bots. You need JavaScript enabled to view it. Automated Vascular Graph Extraction [confidential] M Joël Mathys ,Andreas Plesner FS 24 This email address is protected from spam bots. You need JavaScript enabled to view it. 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. Analyzing Deep Learning Architectures on Stock Prediction [confidential] G 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. 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 Flint Xiaofeng 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.
