Publications
Editorship
M. Sioutis, Z. Long, J. H. Lee, and M. Bhatt: Proceedings of the 2nd International Workshop on Spatio-Temporal Reasoning and Learning (STRL 2023) co-located with IJCAI 2023, Macao, S.A.R., August 21, 2023. CEUR Workshop Proceedings 3475, CEUR-WS.org, 2023.
M. Sioutis, Z. Long, J. G. Stell, and J. Renz: Proceedings of the 1st International Workshop on Spatio-Temporal Reasoning and Learning (STRL 2022) co-located with IJCAI-ECAI 2022, Vienna, Austria, July 24, 2022. CEUR Workshop Proceedings 3190, CEUR-WS.org, 2022.
Book Chapters
J. H. Lee, M. Sioutis, K. Ahrens, M. Alirezaie, M. Kerzel, and S. Wermter: Neuro-Symbolic Spatio-Temporal Reasoning. Compendium of Neurosymbolic Artificial Intelligence, 2023. [pdf]
Journal Papers
J. Wehner, M. Sioutis, and D. Wolter: On robust vs fast solving of qualitative constraints. J. Heuristics, 2023. [pdf]
Z. Long, M. Sioutis, Q. Li, H. Meng, and H.-C. Li: Approximating region boundaries based on qualitative and quantitative information. IEEE Intell. Syst., 2022. [pdf | preprint]
Z. Long, H. Meng, T. Li, H.-C. Li, and M. Sioutis: A framework for belief revision under restrictions. Knowl. Eng. Rev., 2022. [pdf | preprint]
M. Sioutis, and D. Wolter: Dynamic Branching in Qualitative Constraint-based Reasoning via Counting Local Models. Inf. Comput., 2021. [pdf | preprint]
M. Sioutis, A. Paparrizou, and T. Janhunen: On Neighbourhood Singleton-style Consistencies for Qualitative Spatial and Temporal Reasoning. Inf. Comput., 2021. [pdf | preprint]
M. Sioutis: Just-In-Time Constraint-Based Inference for Qualitative Spatial and Temporal Reasoning. Künstliche Intell., 2020. [pdf]
Z. Long, H. Meng, and M. Sioutis: Semi-Supervised Dimensionality Reduction by Linear Compression and Stretching. IEEE Access, 2020. [pdf]
M. Sioutis, A. Paparrizou, and J.-F. Condotta: Collective Singleton-based Consistency for Qualitative Constraint Networks: Theory and Practice. Theor. Comput. Sci., 2019. [pdf | preprint]
M. Alirezaie, M. Längkvist, M. Sioutis, and A. Loutfi: Semantic Referee: A Neural-Symbolic Framework for Enhancing Geospatial Semantic Segmentation. Semantic Web, 2019. [pdf]
M. Sioutis, Z. Long, and S. Li: Leveraging Variable Elimination for Efficiently Reasoning about Qualitative Constraints. Int. J. Artif. Intell. Tools, 2018. [pdf | preprint]
S. Kong, S. Li, and M. Sioutis: Exploring Directional Path-Consistency for Solving Constraint Networks. Comput. J., 2018. [pdf]
M. Sioutis, Y. Salhi, and J.-F. Condotta: Studying the Use and Effect of Graph Decomposition in Qualitative Spatial and Temporal Reasoning. Knowl. Eng. Rev., 2017. [pdf | preprint]
M. Sioutis, J.-F. Condotta, and M. Koubarakis: An Efficient Approach for Tackling Large Real World Qualitative Spatial Networks. Int. J. Artif. Intell. Tools, 2016. [pdf | preprint]
M. Sioutis: Consistency of Chordal Spatial Qualitative Constraint Networks. NKUA-DIT Selected Graduate and Undergraduate Theses, 2013. [pdf]
Conference Papers
Z. Long, Q. Hu, H. Meng, and M. Sioutis: An Incremental Algorithm for Handling Qualitative Spatio-Temporal Information. In COSIT 2022, Kobe, Japan. [pdf]
M. Sioutis, and D. Wolter: Qualitative Spatial and Temporal Reasoning: Current Status and Future Challenges. In IJCAI 2021, Montreal, Canada. [pdf]
J. Wehner, M. Sioutis, and D. Wolter: On Robust Vs Fast Solving of Qualitative Constraints. In ICTAI 2021, Virtually.
M. Sioutis, Z. Long, and T. Janhunen: On Robustness in Qualitative Constraint Networks. In IJCAI 2020, Yokohama, Japan. [pdf]
M. Sioutis, and J.-F. Condotta: Efficiently Enforcing Path Consistency on Qualitative Constraint Networks by Use of Abstraction. In IJCAI 2017, Melbourne, Australia. [pdf]
M. Sioutis, A. Paparrizou, and J.-F. Condotta: A Lazy Algorithm to Efficiently Approximate Singleton Path Consistency for Qualitative Constraint Networks. In ICTAI 2017, Boston, USA. [pdf]
Z. Long, M. Sioutis, and S. Li: Efficient Path Consistency Algorithm for Large Qualitative Constraint Networks. In IJCAI 2016, New York City, USA. [pdf]
J.-F. Condotta, A. Mensi, I. Nouaouri, M. Sioutis, and L. B. Said: Local Search for Maximizing Satisfiability in Qualitative Spatial and Temporal Constraint Networks. In AIMSA 2016, Varna, Bulgaria. [pdf]
M. Sioutis, S. Li, and J.-F. Condotta: Efficiently Characterizing Non-Redundant Constraints in Large Real World Qualitative Spatial Networks. In IJCAI 2015, Buenos Aires, Argentina. [pdf]
M. Sioutis, Y. Salhi, and J.-F. Condotta: A Simple Decomposition Scheme for Large Real World Qualitative Constraint Networks. In FLAIRS Conference 2015, Hollywood, Florida, USA. [pdf]
M. Sioutis, J.-F. Condotta, Y. Salhi, and B. Mazure: Generalized Qualitative Spatio-Temporal Reasoning: Complexity and Tableau Method. In TABLEAUX 2015, Wroclaw, Poland. [pdf]
J.-F. Condotta, A. Mensi, I. Nouaouri, M. Sioutis, and L. B. Said: A Practical Approach for Maximizing Satisfiability in Qualitative Spatial and Temporal Constraint Networks. In ICTAI 2015, Vietri sul Mare, Italy. [pdf]
M. Sioutis: Triangulation versus Graph Partitioning for Tackling Large Real World Qualitative Spatial Networks. In ICTAI 2014, Limassol, Cyprus. [pdf]
M. Sioutis, and J.-F. Condotta: Incrementally Building Partially Path Consistent Qualitative Constraint Networks. In AIMSA 2014, Varna, Bulgaria. [pdf]
M. Sioutis, J.-F. Condotta, Y. Salhi, and B. Mazure: A Qualitative Spatio-Temporal Framework Based On Point Algebra. In AIMSA 2014, Varna, Bulgaria. [pdf]
N. Amaneddine, J.-F. Condotta, and M. Sioutis: Efficient Approach to Solve the Minimal Labeling Problem of Temporal and Spatial Qualitative Constraints. In IJCAI 2013, Beijing, China. [pdf]
W. Vandenberghe, B. Vermeulen, P. Demeester, A. Willner, S. Papavassiliou, A. Gavras, M. Sioutis, A. Quereilhac, Y. Al-Hazmi, F. Lobillo, F. Schreiner, C. Velayos, A. Vico-Oton, G. Androulidakis, C. Papagianni, O.-D. Ntofon, and M. Boniface: Architecture for the Heterogeneous Federation of Future Internet Experimentation Facilities. In FutureNetworkSummit 2013, Lisbon, Portugal. [pdf]
M. Sioutis, and M. Koubarakis: Consistency of Chordal RCC-8 Networks. In ICTAI 2012, Athens, Greece. [pdf]
M. Koubarakis, M. Sioutis, K. Kyzirakos, M. Karpathiotakis, C. Nikolaou, S. Vassos, G. Garbis, K. Bereta, C. O. Dumitru, D. Espinoza-Molina, K. Molch, G. Schwarz, and M. Datcu: Building Virtual Earth Observatories using Ontologies, Linked Geospatial Data, and Knowledge Discovery Algorithms. In OTM - ODBASE 2012, Rome, Italy. [pdf]
M. Koubarakis, M. Sioutis, K. Kyzirakos, M. Karpathiotakis, C. Nikolaou, S. Vassos, G. Garbis, K. Bereta, M. Datcu, G. Schwarz, C. O. Dumitru, D. Espinoza-Molina, and K. Molch: Building Virtual Earth Observatories using Ontologies, Linked Geospatial Data, and Knowledge Discovery Algorithms. In ESA-EUSC-JRC 2012, Oberpfaffenhofen, Germany. [pdf]
M. Koubarakis, M. Karpathiotakis, K. Kyzirakos, C. Nikolaou, and M. Sioutis: Data Models and Query Languages for Linked Geospatial Data. In Reasoning Web 2012, Vienna, Austria. [pdf]
M. Koubarakis, M. Karpathiotakis, K. Kyzirakos, C. Nikolaou, S. Vassos, G. Garbis, M. Sioutis, K. Bereta, S. Manegold, M. Kersten, M. Ivanova, H. Pirk, Y. Zhang, C. Kontoes, I. Papoutsis, T. Herekakis, D. Mihail, M. Datcu, G. Schwarz, C. O. Dumitru, D. Espinoza-Molina, K. Molch, U. Giammatteo, M. Sagona, S. Perelli, E. Klien, T. Reitz, and R. Gregor: Building Virtual Earth Observatories using Ontologies and Linked Geospatial Data. In RR 2012, Vienna, Austria. [pdf]
M. Koubarakis, K. Kyzirakos, M. Karpathiotakis, C. Nikolaou, S. Vassos, G. Garbis, M. Sioutis, K. Bereta, C. Kontoes, I. Papoutsis, T. Herekakis, D. Michail, S. Manegold, M. Kersten, M. Ivanova, H.Pirk, Y. Zhang, M. Datcu, G. Schwarz, C. O. Dumitru, D. Espinoza-Molina, K. Molch, U. D. Giammatteo, M. Sagona, S. Perelli, T. Reitz, E. Klien, and R. Gregor: Building Remote Sensing Applications Using Scientific Database and Semantic Web Technologies. In ESA-EUSC-JRC 2012, Oberpfaffenhofen, Germany. [pdf]
C. Kontoes, I. Keramitsoglou, I. Papoutsis, T. Herekakis, D. Michail, P. Xofis, M. Koubarakis, K. Kyzirakos, M. Karpathiotakis, C. Nikolaou, M. Sioutis, G Garbis, S. Vassos, S. Manegold, M. Kersten, H. Pirk, and M. Ivanova: Operational Wildfire Monitoring and Disaster Management Support Using State-of-the-art EO and Information Technologies. In EORSA 2012, Shanghai, China. [pdf]
Workshop Papers
M. Sioutis: Embarrassingly Greedy Inconsistency Resolution of Qualitative Constraint Networks. In ENIGMA@KR 2023, Rhodes, Greece. (Extended Abstract) [pdf]
J. Peng, M. Sioutis, and Z. Long: On Neuro-Symbolic Challenges in Directional Relation Prediction. In STRL@IJCAI 2023, Macao, S.A.R. [pdf]
T. Schwartz, M. Sioutis, and D. Wolter: Towards Hierarchical Task Network Planning as Constraint Satisfaction Problem. In HPlan@ICAPS 2022, Virtual. [pdf]
J. Wehner, M. Sioutis, and D. Wolter: Robust Vs Fast Solving of Qualitative Constraints: Can we do Both?. In QR@IJCAI 2021, Montreal, Canada.
T. Schwartz, M. Sioutis, and D. Wolter: Towards Robust Constraint Satisfaction in Hybrid Hierarchical Planning. In HPlan@ICAPS 2021, Guangzhou, China. [pdf]
M. Sioutis: Leveraging Qualitative Spatio-Temporal Reasoning for Dependable AI/ML. In DAI@KI 2020, Bamberg, Germany. (Discussion) [pdf]
M. Alirezaie, M. Längkvist, M. Sioutis, and A. Loutfi: Semantic Referee: A Neural-Symbolic Framework for Enhancing Geospatial Semantic Segmentation. In TAILOR@ECAI 2020, Santiago de Compostela, Spain. [pdf]
M. Sioutis, and D. Wolter: Towards Parallelisation of Qualitative Spatial and Temporal Reasoning. In QR@IJCAI 2019, Macao, S.A.R. [pdf]
M. Sioutis, and A. Loutfi: Efficient Dynamic Methods for Qualitative Constraint-based Spatial and Temporal Reasoning (Position Paper). In PTHG@CP 2018, Lille, France. [pdf]
M. Alirezaie, M. Längkvist, M. Sioutis, and A. Loutfi: A Symbolic Approach for Explaining Errors in Image Classification Tasks. In L&R@IJCAI 2018, Stockholm, Sweden. [pdf]
M. Sioutis, M. Alirezaie, J. Renoux, and A. Loutfi: Towards a Synergy of Qualitative Spatio-Temporal Reasoning and Smart Environments for Assisting the Elderly at Home. In QR@IJCAI 2018, Melbourne, Australia. [pdf]
P. Liakos, K. Papakonstantinopoulou, M. Sioutis, K. Tsakalozos, and A. Delis: Pinpointing Influence in Pinterest. In SocInf@IJCAI 2016, New York City, USA. [pdf]
M. Sioutis, S. Li, and J.-F. Condotta: On Redundancy in Linked Geospatial Data. In LDQ@ESWC 2015, Portorož, Slovenia. [pdf]
M. Sioutis, J.-F. Condotta, Y. Salhi, and B. Mazure: The Implication Of Patchwork And Compactness In Qualitative Spatio-Temporal Reasoning. In STeDy@IJCAI 2015, Buenos Aires, Argentina. [pdf]
M. Sioutis, J.-F. Condotta, Y. Salhi, and B. Mazure: A Tableau Method For Generalized Qualitative Spatio-Temporal Reasoning. In STeDy@IJCAI 2015, Buenos Aires, Argentina. [pdf]
M. Sioutis, J.-F. Condotta, Y. Salhi, B. Mazure, and D. A. Randell: On Ordering Spatio-Temporal Sequences To Meet Transition Constraints. In STeDy@IJCAI 2015, Buenos Aires, Argentina. [pdf]
M. Koubarakis, K. Kyzirakos, M. Karpathiotakis, C. Nikolaou, M. Sioutis, S. Vassos, D. Michail, T. Herekakis, C. Kontoes, and I. Papoutsis: Challenges for Qualitative Spatial Reasoning in Linked Geospatial Data. In BASR@IJCAI 2011, Barcelona, Spain. [pdf]
Demo Papers
A. Vuono, M. Luperto, J. Banfi, N. Basilico, A. Borghese, M. Sioutis, J. Renoux, and A. Loutfi: Seeking Prevention of Cognitive Decline in Elders via Activity Suggestion by A Virtual Caregiver. In AAMAS 2018, Stockholm, Sweden. [pdf]
M. Koubarakis, K. Kyzirakos, M. Karpathiotakis, C. Nikolaou, S. Vassos, G. Garbis, M. Sioutis, K. Bereta, D. Michail, C. Kontoes, I. Papoutsis, T. Herekakis, S. Manegold, M. Kersten, M. Ivanova, H. Pirk, Y. Zhang, M. Datcu, G. Schwarz, C. O. Dumitru, D. Espinoza-Molina, K. Molch, U. D. Giammatteo, M. Sagona, S. Perelli, T. Reitz, E. Klien, and R. Gregor: TELEIOS: A Database-Powered Virtual Earth Observatory. In VLDB 2012, Constantinople, Turkey. [pdf]
Posters
P. Liakos, K. Papakonstantinopoulou, and M. Sioutis: SiVaC: An Efficient Graph Compression Algorithm. In WSDM Data Challenge 2013, Rome, Italy. [pdf (poster) || pdf (technical report)] Winning Team!
C. Kontoes, I. Papoutsis, D. Michail, T. Herekakis, M. Koubarakis, K. Kyzirakos, M.Karpathiotakis, C. Nikolaou, M. Sioutis, G. Garbis, S. Vassos, I. Keramitsoglou, M. Kersten, S. Manegold, and H. Pirk: Wildfire monitoring via the integration of remote sensing with innovative information technologies. In EGU General Assembly 2012, Vienna, Austria. [pdf]
Technical Reports
P. Liakos, K. Papakonstantinopoulou, and M. Sioutis: A Simple Algorithm for Compressing Web-like Graphs Efficiently. National and Kapodistrian University of Athens, Department of Informatics and Telecommunications, 2013. [pdf]
Theses
M. Sioutis: Algorithmic Contributions to Qualitative Constraint-based Spatial and Temporal Reasoning. Artois University, Center of Research in Computer Science of Lens, PhD Thesis, 2017.
M. Sioutis: Consistency of Chordal Spatial Qualitative Constraint Networks. National and Kapodistrian University of Athens, Department of Informatics and Telecommunications, MSc Thesis, 2012.
M. Sioutis: Weighted Constraint Satisfaction Problems. National and Kapodistrian University of Athens, Department of Informatics and Telecommunications, BSc Thesis, 2009.
Research Talks, Keynotes, Seminars, and Tutorials
- I gave a tutorial on Hybrid AI Systems Grounded on Qualitative Spatio-Temporal Reasoning at MICAI 2022.
- Tutorial on Hybrid AI Systems Grounded on Qualitative Spatio-Temporal Reasoning was offered by me and Z. Long at SETN 2022.
- I gave a keynote on Hybrid AI at the International Frontier Forum on Big Data Analysis and Intelligent Computing 2022, organized by the School of Computing and Artificial Intelligence, Southwest Jiaotong University, China.
- I was invited and participated in the Dagstuhl Seminar on Representing and Solving Spatial Problems in December 2021.