[Doktorarbeit]
Learning on graphs with logic and neural networks, 2021
[DOI: 10.18154/RWTH-2021-09549]

Ritzert, Martin

[Buchbeitrag, Beitrag zu einem Tagungsband]
Deep Weisfeiler Leman
In: Proceedings of the 2021 ACM-SIAM Symposium on Discrete Algorithms (SODA) / Editor(s): Dániel Marx, 2600-2614, 2021
[DOI: 10.1137/1.9781611976465.154]

Grohe, Martin
Schweitzer, Pascal
Wiebking, Daniel

[Buchbeitrag, Beitrag zu einem Tagungsband]
Database Repairing with Soft Functional Dependencies
In: 24rd International Conference on Database Theory : ICDT 2021, March 23-26, 2021, Nicosia, Cyprus / edited by Ke Yi, Zhewei Wei, 16:[1]-16:17, 2021
[DOI: 10.4230/LIPIcs.ICDT.2021.16]

Carmeli, Nofar (Corresponding author)
Grohe, Martin (Corresponding author)
Kimelfeld, Benny (Corresponding author)
Livshists, Ester (Corresponding author)
Tibi, Muhammad (Corresponding author)

[Buchbeitrag, Beitrag zu einem Tagungsband]
The Logic of Graph Neural Networks
In: 2021 36th Annual ACM/IEEE Symposium on Logic in Computer Science (LICS), 17 Seiten, 2021
[DOI: 10.1109/LICS52264.2021.9470677]

Grohe, Martin (Corresponding author)

[Buchbeitrag, Beitrag zu einem Tagungsband]
Graph Similarity and Homomorphism Densities
In: 48th International Colloquium on Automata, Languages, and Programming : ICALP 2021, July 12-16, 2021, Glasgow, Scotland (virtual conference) / edited by Nikhil Bansal, Emanuela Merelli, James Worrell, 17 pages803851 bytes, 2021
[DOI: 10.4230/LIPIcs.ICALP.2021.32]

Böker, Jan Wilhelm (Corresponding author)

[Buchbeitrag, Beitrag zu einem Tagungsband]
Logarithmic Weisfeiler-Leman Identifies All Planar Graphs
In: 48th International Colloquium on Automata, Languages, and Programming : ICALP 2021, July 12-16, 2021, Glasgow, Scotland (virtual conference) / edited by Nikhil Bansal, Emanuela Merelli, James Worrell, 134:1-134:20, 2021
[DOI: 10.4230/LIPICS.ICALP.2021.134]

Grohe, Martin (Corresponding author)
Kiefer, Sandra (Corresponding author)

[Doktorarbeit]
A decomposition-compatible canonization framework for the graph isomorphism problem, 2021
[DOI: 10.18154/RWTH-2021-06242]

Wiebking, Daniel

[Fachzeitschriftenartikel]
Definable decompositions for graphs of bounded linear cliquewidth
In: Logical methods in computer science : LMCS, 17 (1), 5:1-5:40, 2021
[DOI: 10.23638/LMCS-17(1:5)2021]

Bojanczyk, Mikolaj (Corresponding author)
Grohe, Martin (Corresponding author)
Pilipczuk, Michal (Corresponding author)

[Buchbeitrag, Beitrag zu einem Tagungsband]
Tuple-Independent Representations of Infinite Probabilistic Databases
In: Proceedings of the 40th ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems, 388-401, 2021
[DOI: 10.1145/3452021.3458315]

Carmeli, Nofar (Corresponding author)
Grohe, Martin (Corresponding author)
Lindner, Peter (Corresponding author)
Standke, Christoph (Corresponding author)

[Fachzeitschriftenartikel]
Probabilistic Data with Continuous Distributions
In: ACM SIGMOD record, 50 (1), 69-76, 2021
[DOI: 10.1145/3471485.3471502]

Grohe, Martin (Corresponding author)
Kaminski, Benjamin Lucien (Corresponding author)
Katoen, Joost-Pieter (Corresponding author)
Lindner, Peter (Corresponding author)

[Fachzeitschriftenartikel]
Isomorphism, canonization, and definability for graphs of bounded rank width
In: Communications of the ACM, 64 (5), 98-105, 2021
[DOI: 10.1145/3453943]

Grohe, Martin (Corresponding author)
Neuen, Daniel

[Buchbeitrag, Beitrag zu einem Tagungsband]
Learning Concepts Described By Weight Aggregation Logic
In: 29th EACSL Annual Conference on Computer Science Logic : CSL 2021, January 25-28, 2021, Ljubljana, Slovenia (virtual conference) / edited by Christel Baier, Jean Goubault-Larrecq, 10:1-10:18, 2021
[DOI: 10.4230/LIPICS.CSL.2021.10]

van Bergerem, Steffen (Corresponding author)
Schweikardt, Nicole (Corresponding author)

[Fachzeitschriftenartikel]
Graph Neural Networks for Maximum Constraint Satisfaction
In: Frontiers in artificial intelligence, 3, 580607, 2021
[DOI: 10.3389/frai.2020.580607]

Tönshoff, Jan (Corresponding author)
Ritzert, Martin
Wolf, Hinrikus Eike
Grohe, Martin

[Doktorarbeit]
Determinization and ambiguity of classical and probabilistic Büchi automata, 2021
[DOI: 10.18154/RWTH-2021-02027]

Pirogov, Anton

[Preprint]
Database Repairing with Soft Functional Dependencies, 2020

Carmeli, Nofar
Grohe, Martin
Kimelfeld, Benny
Livshists, Ester
Tibi, Muhammad

[Buchbeitrag, Beitrag zu einem Tagungsband]
Weisfeiler and Leman go sparse: Towards scalable higher-order graph embeddings
In: NeurIPS 2020 / Edited by: H. Larochelle and M. Ranzato and R. Hadsell and M.F. Balcan and H. Lin, 1-17, 2020

Morris, Christopher
Rattan, Gaurav
Mutzel, Petra

[Preprint]
Deep Weisfeiler Leman, 2020

Grohe, Martin
Schweitzer, Pascal
Wiebking, Daniel

[Buchbeitrag, Beitrag zu einem Tagungsband]
Weisfeiler and Leman go sparse: Towards scalable higher-order graph embeddings
In: 34th Conference on Neural Information Processing Systems (NeurIPS 2020) : online, 6-12 December 2020 / Neural Information Processing Systems Foundation, Inc. ; [edited by: H. Larochelle and M. Ranzato and R. Hadsell and M.F. Balcan and H. Lin]. - Volume 27, 21824-21840, 2020

Morris, Christopher
Rattan, Gaurav
Mutzel, Petra

[Fachzeitschriftenartikel]
The Weisfeiler-Leman algorithm : an exploration of its power
In: ACM SIGLOG news, 7 (3), 5-27, 2020
[DOI: 10.1145/3436980.3436982]

Kiefer, Sandra

[Buchbeitrag, Beitrag zu einem Tagungsband]
Isomorphism Testing for Graphs Excluding Small Minors
In: 2020 IEEE 61st Annual Symposium on Foundations of Computer Science : FOCS 2020 : proceedings : 16-19 November 2020, virtual conference / general chair: Yuval Rabani (the Hebrew University of Jerusalem) ; sponsors: IEEE Computer Society, Microsoft Research ; publisher: IEEE, 625-636, 2020
[DOI: 10.1109/FOCS46700.2020.00064]

Grohe, Martin
Wiebking, Daniel (Corresponding author)
Neuen, Daniel

[Buchbeitrag, Beitrag zu einem Tagungsband]
Synthesis from Weighted Specifications with Partial Domains over Finite Words
In: 40th IARCS Annual Conference on Foundations of Software Technology and Theoretical Computer Science : FSTTCS 2020, December 14-18, 2020, BITS Pilani, K K Birla Goa Campus, Goa, India (virtual conference) / edited by Nitin Saxena, Sunil Simon, 46:1-46:16, 2020
[DOI: 10.4230/LIPICS.FSTTCS.2020.46]

Filiot, Emmanuel (Corresponding author)
Löding, Christof (Corresponding author)
Winter, Sarah (Corresponding author)

[Buchbeitrag, Beitrag zu einem Tagungsband]
A First-Order Logic with Frames
In: Programming languages and systems : 29th European Symposium on Programming, ESOP 2020, held as part of the European joint conferences on theory and practice of software, ETAPS 2020, Dublin, Ireland, April 25-30, 2020: proceedings / Peter Müller (ed.), 515-543, 2020
[DOI: 10.1007/978-3-030-44914-8_19]

Murali, Adithya
Peña, Lucas (Corresponding author)
Löding, Christof
Madhusudan, P.

[Buchbeitrag, Beitrag zu einem Tagungsband]
State Space Reduction For Parity Automata
In: 28th EACSL Annual Conference on Computer Science Logic : CSL 2020, January 13-16, 2020, Barcelona, Spain / edited by Maribel Fernández, Anca Muscholl, 27, 1-16, 2020
[DOI: 10.4230/LIPICS.CSL.2020.27]

Löding, Christof (Corresponding author)
Tollkötter, Andreas (Corresponding author)

[Buchbeitrag, Fachzeitschriftenartikel]
Projection for Büchi Tree Automata with Constraints between Siblings
In: International journal of foundations of computer science : IJFCS, 31 (6), 749-775, 2020
[DOI: 10.1142/S012905412041004X]

Landwehr, Patrick (Corresponding author)
Löding, Christof (Corresponding author)

[Buchbeitrag, Beitrag zu einem Tagungsband]
word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data
In: PODS'20 : Proceedings of the 39th ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems, June 14 -19, 2020, Portland, OR USA / General Chair: Dan Suciu (University of Washington, USA); Program Chair: Yufei Tao; Proceedings Chair: Zhewei Wei, 1-16, 2020
[DOI: 10.1145/3375395.3387641]

Grohe, Martin (Corresponding author)

[Buchbeitrag, Beitrag zu einem Tagungsband]
Counting Bounded Tree Depth Homomorphisms
In: Proceedings of the 35th Annual ACM/IEEE Symposium on Logic in Computer Science (LICS 2020) : July 8-11, 2020, Saarbrücken, Germany / sponsored by ACM Special Interest Group on Logic and Computation (SIGLOG), IEEE Technical Committee on Mathematical Foundations of Computing, Association for Symbolic Logic, European Association for Theoretical Computer Science (EATCS) ; conference chairs: Holger Hermanns, Lijun Zhang, Naoki Kobayashi, 507-520, 2020
[DOI: 10.1145/3373718.3394739]

Grohe, Martin (Corresponding author)

[Fachzeitschriftenartikel]
The graph isomorphism problem
In: Communications of the ACM, 63 (11), 128-134, 2020
[DOI: 10.1145/3372123]

Grohe, Martin
Schweitzer, Pascal

[Fachzeitschriftenartikel]
An Improved Isomorphism Test for Bounded-tree-width Graphs
In: ACM transactions on algorithms : TALG, 16 (3), 34, 2020
[DOI: 10.1145/3382082]

Grohe, Martin (Corresponding author)
Neuen, Daniel
Schweitzer, Pascal
Wiebking, Daniel

[Multimedia]
Video Tutorial: Graph Neural Network Tool for Predicting Physico-Chemical Properties of Molecules
In: AVT-SVT Research Video 8, 2020
[DOI: 10.18154/RWTH-2020-11636]

Rittig, Jan Gerald
Grohe, Martin
Dahmen, Manuel
Mitsos, Alexander
Schweidtmann, Artur M. (Corresponding author)

[Konferenzbeitrag, Multimedia]
Graph neural networks for prediction of fuel ignition quality
In: [AVT research video] [5], 2020
[DOI: 10.18154/RWTH-2020-10689]

Schweidtmann, Artur M.
Rittig, Jan Gerald
König, Andrea
Grohe, Martin
Mitsos, Alexander (Corresponding author)
et al.

[Multimedia]
Deep End-To-End Learning on Molecular Graphs for Physico-Chemical Property Prediction using Graph Neural Networks : 8th - 9th July 2020 ; 3rd International Conference on Machine Learning an AI in (bio)Chemical Engineering
In: AVT-SVT Research Video 3, 2020
[DOI: 10.18154/RWTH-2020-10114]

Rittig, Jan Gerald
Schweidtmann, Artur M.
König, Andrea
Dahmen, Manuel
Grohe, Martin
et al.

[Fachzeitschriftenartikel]
Graph Neural Networks for Prediction of Fuel Ignition Quality
In: Energy & fuels, 34 (9), 11395-11407, 2020
[DOI: 10.1021/acs.energyfuels.0c01533]

Schweidtmann, Artur M.
Rittig, Jan Gerald
König, Andrea
Grohe, Martin
Mitsos, Alexander
et al.

[Buchbeitrag, Beitrag zu einem Tagungsband]
Normalizers and permutational isomorphisms in simply-exponential time
In: Proceedings of the 2020 ACM-SIAM Symposium on Discrete Algorithms / Editor(s): Shuchi Chawla, 230-238, 2020
[DOI: 10.1137/1.9781611975994.14]

Wiebking, Daniel (Corresponding author)

[Buchbeitrag, Beitrag zu einem Tagungsband]
Generative Datalog with Continuous Distributions
In: PODS'20 : Proceedings of the 39th ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems, June 14 -19, 2020, Portland, OR USA / General Chair: Dan Suciu (University of Washington, USA); Program Chair: Yufei Tao; Proceedings Chair: Zhewei Wei, 347-360, 2020
[DOI: 10.1145/3375395.3387659]

Grohe, Martin (Corresponding author)
Kaminski, Benjamin Lucien (Corresponding author)
Katoen, Joost-Pieter (Corresponding author)
Lindner, Peter (Corresponding author)

[Buchbeitrag, Beitrag zu einem Tagungsband]
Ambiguity, Weakness, and Regularity in Probabilistic Büchi Automata
In: Foundations of Software Science and Computation Structures : 23rd International Conference, FOSSACS 2020, Held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2020, Dublin, Ireland, April 25-30, 2020, Proceedings / edited by Jean Goubault-Larrecq, Barbara König, 522-541, 2020
[DOI: 10.1007/978-3-030-45231-5_27]

Löding, Christof
Pirogov, Anton

[Buchbeitrag, Beitrag zu einem Tagungsband]
Weisfeiler and Leman’s Unlikely Journey from Graph Isomorphism to Neural Networks
In: 37th International Symposium on Theoretical Aspects of Computer Science : STACS 2020, March 10-13, 2020, Montpellier, France / edited by Christophe Paul, Markus Bläser, 2020
[DOI: 10.4230/LIPIcs.STACS.2020.2]

Grohe, Martin (Corresponding author)

[Fachzeitschriftenartikel]
Hiring Secretaries over Time: The Benefit of Concurrent Employment
In: Mathematics of operations research, 45 (1), 323-352, 2020
[DOI: 10.1287/moor.2019.0993]

Disser, Yann (Corresponding author)
Fearnley, John
Gairing, Martin
Göbel, Oliver
Klimm, Max (Corresponding author)
et al.

[Buchbeitrag, Beitrag zu einem Tagungsband]
Infinite Probabilistic Databases
In: 23rd International Conference on Database Theory (ICDT 2020), 16:1-16:20, 2020
[DOI: 10.4230/LIPIcs.ICDT.2020.16]

Grohe, Martin (Corresponding author)
Lindner, Peter (Corresponding author)

[Doktorarbeit]
Power and limits of the Weisfeiler-Leman algorithm, 2020
[DOI: 10.18154/RWTH-2020-03508]

Kiefer, Sandra

[Buchbeitrag, Beitrag zu einem Tagungsband]
New Pumping Technique for 2-Dimensional VASS
In: 44th International Symposium on Mathematical Foundations of Computer Science : MFCS 2019, August 26-30, 2019, Aachen, Germany / edited by Peter Rossmanith, Pinar Heggernes, Joost-Pieter Katoen, 14 pages, 2019
[DOI: 10.4230/LIPICS.MFCS.2019.62]

Czerwinski, Wojciech
Lasota, Slawomir
Löding, Christof
Piórkowski, Radoslaw

[Buchbeitrag, Beitrag zu einem Tagungsband]
The Complexity of Homomorphism Indistinguishability
In: 44th International Symposium on Mathematical Foundations of Computer Science : MFCS 2019, August 26-30, 2019, Aachen, Germany / edited by Peter Rossmanith, Pinar Heggernes, Joost-Pieter Katoen, 2019
[DOI: 10.4230/LIPICS.MFCS.2019.54]

Böker, Jan Wilhelm
Chen, Yijia
Grohe, Martin
Rattan, Gaurav

[Buchbeitrag, Beitrag zu einem Tagungsband]
Color Refinement, Homomorphisms, and Hypergraphs
In: Graph-theoretic concepts in computer science : 45th International Workshop, WG 2019, Vall de Núria, Spain, June 19-21, 2019 : revised papers / Ignasi Sau, Dimitrios M. Thilikos (eds.), 338-350, 2019
[DOI: 10.1007/978-3-030-30786-8_26]

Böker, Jan Wilhelm (Corresponding author)

[Preprint]
Normalizers and permutational isomorphisms in simply-exponential time, 2019

Wiebking, Daniel (Corresponding author)

[Fachzeitschriftenartikel]
The Weisfeiler-Leman Dimension of Planar Graphs Is at Most 3
In: Journal of the ACM, 66 (6), 44, 2019
[DOI: 10.1145/3333003]

Kiefer, Sandra (Corresponding author)
Ponomarenko, Ilia (Corresponding author)
Schweitzer, Pascal (Corresponding author)

[Buchbeitrag, Beitrag zu einem Tagungsband]
A unifying method for the design of algorithms canonizing combinatorial objects
In: STOC'19 : Proceedings of the 51th Annual ACM SIGACT Symposium on Theory of Computing : June 23-26, 2019,Phoenix, AZ, USA / sponsored by: ACM SIGACT, 1247-1258, 2019
[DOI: 10.1145/3313276.3316338]

Schweitzer, Pascal (Corresponding author)
Wiebking, Daniel (Corresponding author)

[Fachzeitschriftenartikel]
High-complexity regions in mammalian genomes are enriched for developmental genes
In: Bioinformatics, 35 (11), 1813-1819, 2019
[DOI: 10.1093/bioinformatics/bty922]

Pirogov, Anton
Pfaffelhuber, Peter
Börsch-Haubold, Angelika
Haubold, Bernhard (Corresponding author)

[Buchbeitrag, Beitrag zu einem Tagungsband]
Learning Definable Hypotheses on Trees
In: 22nd International Conference on Database Theory (ICDT 2019) / Herausgeber: Pablo Barcelo, Marco Calautti, 24, 18 Seiten, 2019
[DOI: 10.4230/LIPICS.ICDT.2019.24]

Ritzert, Martin (Corresponding author)
Grienenberger, Emilie (Corresponding author)

[Fachzeitschriftenartikel]
The parameterized space complexity of model-checking bounded variable first-order logic
In: Logical methods in computer science : LMCS, 15 (3), 1-15, 2017
[DOI: 10.23638/LMCS-15(3:31)2019]

Chen, Yijia (Corresponding author)
Elberfeld, Michael (Corresponding author)
Müller, Moritz (Corresponding author)

[Buchbeitrag, Beitrag zu einem Tagungsband]
Canonisation and Definability for Graphs of Bounded Rank Width
In: 2019 34th Annual ACM/IEEE Symposium on Logic in Computer Science (LICS) / publisher: IEEE, 2019
[DOI: 10.1109/LICS.2019.8785682]

Grohe, Martin (Corresponding author)
Neuen, Daniel (Corresponding author)

[Doktorarbeit]
The power of algorithmic approaches to the graph isomorphism problem, 2019
[DOI: 10.18154/RWTH-2020-00160]

Neuen, Daniel