Saku Peltonen

Publications

GraphARC: A Comprehensive Benchmark for Graph-Based Abstract Reasoning
Saku Peltonen, August Bøgh Rønberg, Andreas Plesner and Roger Wattenhofer.
Foundations of Reasoning in Language Models Workshop (FoRLM@NeurIPS), San Diego, California, USA, December 2025.
BibTeX
On the Expressive Power of GNNs for Boolean Satisfiability
Saku Peltonen and Roger Wattenhofer.
22nd International Workshop on Mining and Learning with Graphs (MLG@ECMLPKDD), Porto, Portugal, September 2025.
BibTeX
Distributed Symmetry Breaking on Power Graphs via Sparsification
Yannic Maus, Saku Peltonen and Jara Uitto.
42nd ACM Symposium on Principles of Distributed Computing (PODC), Orlando, Florida, USA, June 2023.
External BibTeX

	Title	Type	Contact/Supervisor	Assigned
Available Theses & Labs
	Extended Evaluation of GraphARC	S	Saku Peltonen, Andreas Plesner	available
	Generating Tree Graphs with GNNs	M	Saku Peltonen	available
Current Theses & Labs
	Title	Type	Contact/Supervisor	Assigned	Student(s)
	Learning Structural Representations in Graphs	S	Saku Peltonen	HS 25
	Linear Depth Graph Models	S	Joël Mathys, Saku Peltonen	HS 25
	Pretraining GNNs	S	Saku Peltonen, Joël Mathys	HS 25
	SAT Solving with Graph Neural Networks	S	Saku Peltonen, Joël Mathys	HS 25
Past Theses & Labs
	Title	Type	Contact/Supervisor	Assigned	Student(s)
	A Comprehensive Benchmark for Graph-Based Abstract Reasoning [confidential]	M	Saku Peltonen, Andreas Plesner	FS 25
	Empirical Analysis of Wash Trading in Celo’s Stablecoin Ecosystem [confidential]	B	Saku Peltonen, Lioba Heimbach	FS 25
	GNN-enhanced AlphaZero for Two-player Games	S	Samuel Dauncey, Saku Peltonen	FS 25
	Geometry-Aware Graph Generation with Riemannian Diffusion and Local Expansion [confidential]	M	Florian Grötschla, Saku Peltonen	FS 25
	Multimodal Graph-Language Models [confidential]	S	Florian Grötschla, Saku Peltonen	FS 25
	Expressive GNNs for SAT Solving through Substructure Counting	S	Saku Peltonen, Joël Mathys	HS 24