Michael Galkin

Orcid: 0000-0003-3526-0155

Affiliations:
  • Intel
  • Mila, McGill University, Montreal, Canada (former)
  • TU Dresden, Germany (former)
  • Fraunhofer IAIS, Sankt Augustin, Germany (former)


According to our database1, Michael Galkin authored at least 50 papers between 2013 and 2024.

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Bibliography

2024
Graph Foundation Models.
CoRR, 2024

2023
Approximate Answering of Graph Queries.
Proceedings of the Compendium of Neurosymbolic Artificial Intelligence, 2023

Towards Foundation Models for Knowledge Graph Reasoning.
CoRR, 2023

MatSciML: A Broad, Multi-Task Benchmark for Solid-State Materials Modeling.
CoRR, 2023

Approximate Answering of Graph Queries.
CoRR, 2023

Neural Graph Reasoning: Complex Logical Query Answering Meets Graph Databases.
CoRR, 2023

Attending to Graph Transformers.
CoRR, 2023

Towards Foundation Models for Materials Science: The Open MatSci ML Toolkit.
Proceedings of the SC '23 Workshops of The International Conference on High Performance Computing, 2023

A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Improving Compositional Generalization using Iterated Learning and Simplicial Embeddings.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022
Bringing Light Into the Dark: A Large-Scale Evaluation of Knowledge Graph Embedding Models Under a Unified Framework.
IEEE Trans. Pattern Anal. Mach. Intell., 2022

Using Graph Algorithms to Pretrain Graph Completion Transformers.
CoRR, 2022

A Unified Framework for Rank-based Evaluation Metrics for Link Prediction in Knowledge Graphs.
CoRR, 2022

An Open Challenge for Inductive Link Prediction on Knowledge Graphs.
CoRR, 2022

Recipe for a General, Powerful, Scalable Graph Transformer.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Inductive Logical Query Answering in Knowledge Graphs.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Long Range Graph Benchmark.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Weisfeiler and Leman Go Relational.
Proceedings of the Learning on Graphs Conference, 2022

A Decade of Knowledge Graphs in Natural Language Processing: A Survey.
Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing, 2022

Improving Inductive Link Prediction Using Hyper-Relational Facts (Extended Abstract).
Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

Neural-Symbolic Models for Logical Queries on Knowledge Graphs.
Proceedings of the International Conference on Machine Learning, 2022

Query Embedding on Hyper-Relational Knowledge Graphs.
Proceedings of the Tenth International Conference on Learning Representations, 2022

NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs.
Proceedings of the Tenth International Conference on Learning Representations, 2022

2021
Improving Inductive Link Prediction Using Hyper-relational Facts.
Proceedings of the Semantic Web - ISWC 2021 - 20th International Semantic Web Conference, 2021

2020
El Departamento de Nosotros: How Machine Translated Corpora Affects Language Models in MRC Tasks.
CoRR, 2020

Message Passing for Hyper-Relational Knowledge Graphs.
Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing, 2020

Departamento de Nosotros: How Machine Translated Corpora Affects Language Models in MRC Tasks.
Proceedings of the Workshop on Hybrid Intelligence for Natural Language Processing Tasks (HI4NLP 2020) co-located with 24th European Conference on Artificial Intelligence (ECAI 2020), 2020

2019
Strategies for Managing Linked Enterprise Data
PhD thesis, 2019

Demonstration of a Customizable Representation Model for Graph-Based Visualizations of Ontologies - GizMO.
Proceedings of the ISWC 2019 Satellite Tracks (Posters & Demonstrations, 2019

COMET: A Contextualized Molecule-Based Matching Technique.
Proceedings of the Database and Expert Systems Applications, 2019

2018
Querying Interlinked Data by Bridging RDF Molecule Templates.
Trans. Large Scale Data Knowl. Centered Syst., 2018

Synthesizing a Knowledge Graph of Data Scientist Job Offers with MINTE+.
Proceedings of the ISWC 2018 Posters & Demonstrations, Industry and Blue Sky Ideas Tracks co-located with 17th International Semantic Web Conference (ISWC 2018), Monterey, USA, October 8th - to, 2018

Synthesizing Knowledge Graphs from Web Sources with the MINTE ^+ + Framework.
Proceedings of the Semantic Web - ISWC 2018, 2018

Shipping Knowledge Graph Management Capabilities to Data Providers and Consumers.
Proceedings of the 12th IEEE International Conference on Semantic Computing, 2018

2017
MINTE: semantically integrating RDF graphs.
Proceedings of the 7th International Conference on Web Intelligence, Mining and Semantics, 2017

BatWAn: A Binary and Multi-Way Query Plan Analyzer.
Proceedings of the ISWC 2017 Posters & Demonstrations and Industry Tracks co-located with 16th International Semantic Web Conference (ISWC 2017), Vienna, Austria, October 23rd - to, 2017

Semantic Data Integration for Knowledge Graph Construction at Query Time.
Proceedings of the 11th IEEE International Conference on Semantic Computing, 2017

Enterprise Knowledge Graphs: A Semantic Approach for Knowledge Management in the Next Generation of Enterprise Information Systems.
Proceedings of the ICEIS 2017, 2017

SMJoin: A Multi-way Join Operator for SPARQL Queries.
Proceedings of the 13th International Conference on Semantic Systems, 2017

SJoin: A Semantic Join Operator to Integrate Heterogeneous RDF Graphs.
Proceedings of the Database and Expert Systems Applications, 2017

MULDER: Querying the Linked Data Web by Bridging RDF Molecule Templates.
Proceedings of the Database and Expert Systems Applications, 2017

Towards a Multi-way Similarity Join Operator.
Proceedings of the New Trends in Databases and Information Systems, 2017

2016
Enterprise Knowledge Graphs: A Backbone of Linked Enterprise Data.
Proceedings of the 2016 IEEE/WIC/ACM International Conference on Web Intelligence, 2016

Integration Strategies for Enterprise Knowledge Graphs.
Proceedings of the Tenth IEEE International Conference on Semantic Computing, 2016

FuhSen: A Federated Hybrid Search Engine for Building a Knowledge Graph On-Demand (Short Paper).
Proceedings of the On the Move to Meaningful Internet Systems: OTM 2016 Conferences, 2016

Monitoring and Automating Factories Using Semantic Models.
Proceedings of the Semantic Technology - 6th Joint International Conference, 2016

2015
LinkDaViz - Automatic Binding of Linked Data to Visualizations.
Proceedings of the Semantic Web - ISWC 2015, 2015

The Simple Web-based Tool for Visualization and Sharing of Semantic Data and Ontologies.
Proceedings of the ISWC 2015 Posters & Demonstrations Track co-located with the 14th International Semantic Web Conference (ISWC-2015), 2015

Identifying Web Tables: Supporting a Neglected Type of Content on the Web.
Proceedings of the Knowledge Engineering and Semantic Web - 6th International Conference, 2015

2013
Development of the St. Petersburg's linked open data site using Information Workbench.
Proceedings of the 14th Conference of Open Innovations Association FRUCT, 2013


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