Completed Theses

2026 (1)


From pixels to plans: Converting image observations of grid domains into plans
Louis Maiworm
Bachelor’s thesis - RWTH Aachen University
PDF

2025 (13)


Learning General Policies for Qualitative Numeric Planning Problems
Marleen König
Bachelor’s thesis - RWTH Aachen University
PDF
On Limits of GNNs for Planning in Pushworld
Yannik Hesse
Master’s thesis - RWTH Aachen University
PDF
Learning Graph-Based Symbolic State Representations for Planning from Images
Jakob Gebler
Master’s thesis - RWTH Aachen University
PDF
Novelty-based Tree-of-Thought Search for LLM Reasoning and Planning
Leon Hamm
Bachelor’s thesis - RWTH Aachen University
PDF
Learning Robot Motion Policies for Pushing Objects that Generalize
Ümit Diker
Master’s thesis - RWTH Aachen University
PDF
Learning Symbolic State Descriptions From Images Using Scene Graph Generation
Nirmal Maheshwari
Master’s thesis - RWTH Aachen University
PDF
Action Classification Through Dynamic Scene Graph Generation From ImageSequences
Paul Schulte
Bachelor’s thesis - RWTH Aachen University
PDF
Investigating Policy Gradient Methods for Rubik’s Cube
Allegra Nagel
Bachelor’s thesis - RWTH Aachen University
PDF
Learning Critical Regions via Feasibility Constraints in Task and Motion Planning
Baran Dello
Bachelor’s thesis - RWTH Aachen University
PDF
Tail Reasoning in Classical Planning
Cedric Becks
Bachelor’s thesis - RWTH Aachen University
PDF
Learning Lifted STRIPS Models from Partial Graphs with Reduced Action Labels
Niklas Jansen
Master’s thesis - RWTH Aachen University
PDF
Solving ARC as a Generalized Planning Problem using ASP
Jan Dornhege
Bachelor’s thesis - RWTH Aachen University
PDF
On Learning Representations in Model-Based Reinforcement Learning
Yingliu Lu
Bachelor’s thesis - RWTH Aachen University
PDF

2024 (3)


Exploring the Limits of Relational Graph Neural Networks in PushWorld
Samuel Stante
Bachelor’s thesis - RWTH Aachen University
PDF
Towards Generalizable Automated Driving: A Hierarchical Reinforcement Learning Approach with Engineered Low-Level Policies in a Scenario-Based Learning Environment
Mahmoud Abdelhamid
Master’s thesis - RWTH Aachen University
PDF
Jointly Learning Skill Execution and Domain Grounding for Robot Task and Motion Planning
Daniel Swoboda
Master’s thesis - RWTH Aachen University
PDF