Distributed Computing
ETH Zurich

Joël Mathys

Joël Mathys

Distributed Computing Group
Computer Engineering and Networks Laboratory (TIK)
Department Electrical Engineering (D-ITET)
Office ETZ G 63
ETH Zurich

Gloriastrasse 35
8092 Zurich
Switzerland

phone+41 44 63 20417
fax+41 44 63 21036
email

Publications

Theses & Labs

Available Theses & Labs

TitleTypeContact/SupervisorAssigned
Algorithmic Reasoning with Graph Neural NetworksSFlorian Grötschla,
Joël Mathys
available
Learning Finite State Automatons on Graphs with Reinforcement LearningM/SFlorian Grötschla,
Joël Mathys
available

Current Theses & Labs

TitleTypeContact/SupervisorAssignedStudent(s)
ARC - Turing Test for AI?SBenjamin Estermann,
Joël Mathys
HS 23
Exploring Activation Ensembles for Neural NetworksBFlorian Grötschla,
Joël Mathys
HS 23
GNNs for TPU Code GraphsSJoël Mathys,
Florian Grötschla
HS 23
Reinforcement Learning on Logic PuzzlesMBenjamin Estermann,
Joël Mathys
HS 23
ARC - Reasoning with Language and VisionMJoël Mathys,
Benjamin Estermann
FS 23

Past Theses & Labs

TitleTypeContact/SupervisorAssignedStudent(s)
Enhancing GNNs: An Exploration of Iterative Solving and Augmentation TechniquesBJoël Mathys,
Florian Grötschla
FS 23
Asynchronous GNNs [confidential]GJoël Mathys,
Florian Grötschla
FS 23
Finite State Algorithm Learning on Graphs [confidential]MJoël Mathys,
Florian Grötschla
FS 23
SALSA-CLRS: A Sparse and Scalable Benchmark for Algorithmic Reasoning [confidential]SFlorian Grötschla,
Joël Mathys
FS 23
Reinforcement Learning of TSP Heuristics with Message Passing Neural NetworksGXiaofeng Flint Fan,
Joël Mathys
FS 23,
A Generalisation Benchmark for Machine Learning Methods Predicting Fluid Flows [confidential]BFlorian Grötschla,
Joël Mathys
FS 23
A Neural-Guided Program Synthesis Approach to the Abstraction and Reasoning Challenge [confidential]GJoël Mathys,
Benjamin Estermann
HS 22
Abstraction and Reasoning Challenge - Reasoning with Language [confidential]GJoël Mathys,
Benjamin Estermann
HS 22,
Efficient Graph Drawing with GNNs using Overlay Graphs [confidential]BFlorian Grötschla,
Joël Mathys
HS 22
Exploring Graph Neural Networks and Hierarchical Structures for Traffic ForecastingBJoël Mathys,
Florian Grötschla
HS 22
Real Time Public Transport AppSJoël MathysFS 22