Bridging max graph neural networks and datalog with negation

Bridging max graph neural networks and datalog with negation

We consider a general class of data transformations based on Graph Neural Networks (GNNs), which can be used for a wide variety of tasks. An important question in this setting is characterising the expressive power of these transformations in terms of a suitable logic-based language. From a practica...

書誌詳細
主要な著者:	Tena Cucala, D, Cuenca Grau, B
フォーマット:	Conference item
言語:	English
出版事項:	IJCAI Organization 2024

類似資料

On the correspondence between monotonic max-sum GNNs and datalog
著者:: Tena Cucala, D, 等
出版事項: (2023)

On the correspondence between monotonic max-sum GNNs and Datalog
著者:: Tena Cucala, D, 等
出版事項: (2023)

Stratified negation in datalog with metric temporal operators
著者:: Tena Cucala, D, 等
出版事項: (2021)

DatalogMTL with negation under stable models semantics
著者:: Wałęga, PA, 等
出版事項: (2021)

The stable model semantics of datalog with metric temporal operators
著者:: Walega, P, 等
出版事項: (2023)

Stratified negation in limit datalog programs
著者:: Kaminski, M, 等
出版事項: (2018)

Complexity and expressive power of disjunction and negation in limit datalog
著者:: Kaminski, M, 等
出版事項: (2020)

Datalog rewritability of Disjunctive Datalog programs and non-Horn ontologies
著者:: Cuenca Grau, B, 等
出版事項: (2016)

Datalog rewritability of disjunctive datalog programs and its applications to ontology reasoning
著者:: Kaminski, M, 等
出版事項: (2014)

Relational graph convolutional networks do not learn sound rules
著者:: Morris, M, 等
出版事項: (2024)

Reasoning techniques in DatalogMTL
著者:: Wałega, PA, 等
出版事項: (2022)

Stream reasoning with DatalogMTL
著者:: Walega, P, 等
出版事項: (2023)

Stream reasoning in temporal datalog
著者:: Ronca, A, 等
出版事項: (2018)

Explainable GNN-based models over knowledge graphs
著者:: Tena Cucala, DJ, 等
出版事項: (2022)

DatalogMTL over integer timeline
著者:: Walega, PA, 等
出版事項: (2020)

Recurrent graph neural networks and their connections to bisimulation and logic
著者:: Pflueger, M, 等
出版事項: (2024)

The complexity and expressive power of limit Datalog
著者:: Kaminski, M, 等
出版事項: (2021)

Tractable fragments of datalog with metric temporal operators
著者:: Wałęga, PA, 等
出版事項: (2020)

DatalogMTL: computational complexity and expressive power
著者:: Walega, P, 等
出版事項: (2019)

Finitely materialisable Datalog programs with metric temporal operators
著者:: Wałęga, PA, 等
出版事項: (2021)

Finite materialisability of Datalog programs with metric temporal operators
著者:: Wałęga, PA, 等
出版事項: (2023)

Reasoning over streaming data in metric temporal datalog
著者:: Walega, P, 等
出版事項: (2019)

Materialisation-based reasoning in DatalogMTL with bounded intervals
著者:: Wałęga, PA, 等
出版事項: (2023)

Datalog rewritability of disjunctive datalog programs and its applications to ontology reasoning
著者:: Kaminski, M, 等
出版事項: (2014)

Datalog Rewritability of Disjunctive Datalog Programs and its Applications to Ontology Reasoning
著者:: Kaminski, M, 等
出版事項: (2014)

Datalog Rewritability of Disjunctive Datalog Programs and its Applications to Ontology Reasoning
著者:: Kaminski, M, 等
出版事項: (2014)

Controlled query evaluation for datalog and OWL 2 profile ontologies
著者:: Kostylev, E, 等
出版事項: (2015)

Generative Datalog with stable negation
著者:: Alviano, M, 等
出版事項: (2023)

Computing datalog rewritings for disjunctive datalog programs and description logic ontologies
著者:: Kaminski, M, 等
出版事項: (2014)

MeTeoR: practical reasoning in datalog with metric temporal operators
著者:: Wang, D, 等
出版事項: (2022)

Streaming partitioning of RDF graphs for datalog reasoning
著者:: Ajileye, T, 等
出版事項: (2021)

Foundations of Declarative Data Analysis Using Limit Datalog Programs
著者:: Kaminski, M, 等
出版事項: (2017)

Pay-as-you-go consequence-based reasoning for the description logic SROIQ
著者:: Tena Cucala, D, 等
出版事項: (2021)

Faithful approaches to rule learning
著者:: Tena Cucala, DJ, 等
出版事項: (2022)

The Vadalog system: datalog-based reasoning for knowledge graphs
著者:: Bellomarini, L, 等
出版事項: (2018)

Computing Datalog Rewritings Beyond Horn Ontologies
著者:: Grau, B, 等
出版事項: (2013)

Sufficient Conditions for First−Order and Datalog Rewritability in ELU
著者:: Kaminski, M, 等
出版事項: (2013)

PAGOdA: Pay-As-You-Go query answering using a datalog reasoner
著者:: Zhou, Y, 等
出版事項: (2015)

Datalog rewriting techniques for non-Horn ontologies
著者:: Kaminski, M, 等
出版事項: (2014)

Integrating Datalog with OWL: Exploring the AL−log Approach.
著者:: Ruckhaus, E, 等
出版事項: (2006)