Jan Tönshoff

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 18

Top Topics

Long Range Correlations

Message Passing

Constraint Satisfaction

Top Venues

Trans. Mach. Learn. Res.

Publications

Jan Tönshoff, Martin Ritzert, Eran Rosenbluth, Martin Grohe
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark. Trans. Mach. Learn. Res. 2024 (2024)
Eran Rosenbluth, Jan Tönshoff, Martin Ritzert, Berke Kisin, Martin Grohe
Distinguished In Uniform: Self-Attention Vs. Virtual Nodes. ICLR (2024)
Eran Rosenbluth, Jan Tönshoff, Martin Ritzert, Berke Kisin, Martin Grohe
Distinguished In Uniform: Self Attention Vs. Virtual Nodes. CoRR (2024)
Yuval Lev Lubarsky, Jan Tönshoff, Martin Grohe, Benny Kimelfeld
Selecting Walk Schemes for Database Embedding. CoRR (2024)
Eran Rosenbluth, Jan Tönshoff, Martin Grohe
Some Might Say All You Need Is Sum. IJCAI (2023)
Christopher Morris, Floris Geerts, Jan Tönshoff, Martin Grohe
WL meet VC. CoRR (2023)
Eran Rosenbluth, Jan Tönshoff, Martin Grohe
Some Might Say All You Need Is Sum. CoRR (2023)
Jan Tönshoff, Martin Ritzert, Hinrikus Wolf, Martin Grohe
Walking Out of the Weisfeiler Leman Hierarchy: Graph Learning Beyond Message Passing. Trans. Mach. Learn. Res. 2023 (2023)
Jan Tönshoff, Martin Ritzert, Eran Rosenbluth, Martin Grohe
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark. CoRR (2023)
Jan Tönshoff, Berke Kisin, Jakob Lindner, Martin Grohe
One Model, Any CSP: Graph Neural Networks as Fast Global Search Heuristics for Constraint Satisfaction. IJCAI (2023)
Yuval Lev Lubarsky, Jan Tönshoff, Martin Grohe, Benny Kimelfeld
Selecting Walk Schemes for Database Embedding. CIKM (2023)
Christopher Morris, Floris Geerts, Jan Tönshoff, Martin Grohe
WL meet VC. ICML (2023)
Jan Tönshoff, Neta Friedman, Martin Grohe, Benny Kimelfeld
Stable Tuple Embeddings for Dynamic Databases. ICDE (2023)
Jan Tönshoff, Berke Kisin, Jakob Lindner, Martin Grohe
One Model, Any CSP: Graph Neural Networks as Fast Global Search Heuristics for Constraint Satisfaction. CoRR (2022)
Jan Tönshoff, Martin Ritzert, Hinrikus Wolf, Martin Grohe
Graph Learning with 1D Convolutions on Random Walks. CoRR (2021)
Jan Tönshoff, Neta Friedman, Martin Grohe, Benny Kimelfeld
Dynamic Database Embeddings with FoRWaRD. CoRR (2021)
Jan Tönshoff, Martin Ritzert, Hinrikus Wolf, Martin Grohe
Graph Neural Networks for Maximum Constraint Satisfaction. Frontiers Artif. Intell. 3 (2020)
Jan Tönshoff, Martin Ritzert, Hinrikus Wolf, Martin Grohe
RUN-CSP: Unsupervised Learning of Message Passing Networks for Binary Constraint Satisfaction Problems. CoRR (2019)