Jan Tönshoff

5 papers · 2023–2025 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (10) 🐣 Hot Topic Early Bird

Venues

ICML (2) IJCAI (2) ICLR (1)

Top co-authors

Martin Grohe (4) Berke Kisin (2) Eran Rosenbluth (2) Christopher Morris (2) Jakob Lindner (1) Antoine Siraudin (1) Maya Bechler-Speicher (1) Martin Ritzert (1) Ben Finkelshtein (1) Fabrizio Frasca (1)

Research topics

Deep Learning (4) Architectures (4) Machine Learning (3) Artificial Intelligence (2) Mathematics & Optimization (2) Core AI (2) Optimization (2) Optimization & Theory · Machine Learning (2) Application Areas (1) Core Methods (1) Optimization & Theory · Deep Learning (1)

Keywords

graph neural network (3) message passing (2) policy gradient (1) vc dimension (1) constraint satisfaction (1) generalization bound (1) graph transformer (1) graph isomorphism (1) positional encoding (1) weisfeiler-leman algorithm (1) graph neural network expressivity (1) aggregation function (1) sum aggregation (1) mean aggregation (1) max aggregation (1) non-isomorphic graph (1) weisfeiler-lehman algorithm (1) virtual node (1) search heuristic (1) real-world application (1)

Papers

Position: Graph Learning Will Lose Relevance Due To Poor Benchmarks ICML 2025 Distinguished In Uniform: Self-Attention Vs. Virtual Nodes ICLR 2024 One Model, Any CSP: Graph Neural Networks as Fast Global Search Heuristics for Constraint Satisfaction IJCAI 2023 Some Might Say All You Need Is Sum IJCAI 2023 WL meet VC ICML 2023