Rchr
J-GLOBAL ID:200901024982789570   Update date: Aug. 26, 2024

Inoue Katsumi

イノウエ カツミ | Inoue Katsumi
Affiliation and department:
Job title: Professor
Other affiliations (3):
Homepage URL  (1): http://research.nii.ac.jp/il/
Research field  (4): Intelligent informatics ,  Mathematical informatics ,  Computational science ,  Biological, health, and medical informatics
Research keywords  (15): Artificial Intelligence ,  Knowledge Representation ,  Reasoning ,  Machine Learning ,  Logic Programming ,  Inductive Logic Programming ,  Answer Set Programming ,  Abduction ,  Consequence Finding ,  Knowledge Discovery ,  SAT ,  Resilience ,  Boolean Networks ,  Systems Biology ,  Multi-Agent Systems
Research theme for competitive and other funds  (47):
  • 2022 - 2028 Machine Learning That Connects to Symbolic Reasoning
  • 2021 - 2025 Robust AI by Integration of Knowledge Representation and Machine Learning
  • 2022 - 2025 Artificial Intelligence for Uncovering Network Dynamics of SARS-CoV-2 Multiscale Infection Systems
  • 2022 - 2024 Industrial Applications of Machine Learning and Symbolic Reasoning
  • 2021 - 2022 Multi-Scale Modeling of Network Dynamics in SARS-COV-2 Infection
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Papers (373):
  • Akihiro Takemura, Katsumi Inoue. Generating Global and Local Explanations for Tree-Ensemble Learning Methods by Answer Set Programming. Theory and Practice of Logic Programming. 2024. accepted
  • Irumi Sugimori, Katsumi Inoue, Hidetomo Nabeshima, Torsten Schaub, Takehide Soh, Naoyuki Tamura, Mutsunori Banbara. Large Neighborhood Prioritized Search for Combinatorial Optimization with Answer Set Programming. The 21st International Conference on Knowledge Representation and Reasoning (KR-2024; Hanoi, Vietnam, November 2-8, 2024). 2024. accepted
  • Meghyn Bienvenu, Katsumi Inoue, Daniil Kozhemiachenko. Abductive reasoning in a paraconsistent framework. The 21st International Conference on Knowledge Representation and Reasoning (KR-2024; Hanoi, Vietnam, November 2-8, 2024). 2024. accepted
  • Irumi Sugimori, Katsumi Inoue, Hidetomo Nabeshima, Torsten Schaub, Takehide Soh, Naoyuki Tamura, Mutsunori Banbara. ASP-based Large Neighborhood Prioritized Search for Course Timetabling. The 17th International Conference on Logic Programming and Non-Monotonic Reasoning (LPNMR 2024; Dallas, Texas, USA, October 11-14, 2024), Proceedings to appear in: Lecture Notes in Artificial Intelligence. 2024. accepted
  • Akihiro Takemura, Katsumi Inoue. Differentiable Logic Programming for Distant Supervision. The 27th European Conference on Artificial Intelligence (ECAI-2024; Santiago de Compostela, Spain, October 19-24, 2024). 2024. accepted
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MISC (67):
  • Akihiro Takemura, Katsumi Inoue. Differentiable Logic Programming for Distant Supervision. CoRR. 2024. abs/2408.12591. 11p.
  • Yin Jun Phua, Katsumi Inoue. Variable Assignment Invariant Neural Networks for Learning Logic Programs. CoRR. 2024. abs/2408.10709. 17p.
  • Meghyn Bienvenu, Katsumi Inoue, Daniil Kozhemiachenko. Abductive Reasoning in a Paraconsistent Framework. CoRR. 2024. abs/2408.07287. 14p.
  • Irumi Sugimori, Katsumi Inoue, Hidetomo Nabeshima, Torsten Schaub, Takehide Soh, Naoyuki Tamura, Mutsunori Banbara. Large Neighborhood Prioritized Search for Combinatorial Optimization with Answer Set Programming. CoRR. 2024. abs/2403.07885. 11p.
  • Katsumi Inoue. Algebraic Connection Between Logic Programming and Machine Learning (Extended Abstract). In: Jeremy Gibbons, Dale Miller (eds.): Functional and Logic Programming: Proceedings of the 17th International Symposium (FLOPS 2024; Kumamoto, Japan, May 15-17, 2024), Lecture Notes in Computer Science. 2024. 14659. 3-9
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Books (17):
  • The Challenges of Inferring Dynamic Models from Time Series, in: Cédric Lhoussaine, Élisabeth Remy (eds.), Symbolic Approaches to Modeling and Analysis of Biological Systems
    ISTE, Wiley 2023 ISBN:9781789450293
  • Abductive Logic Programming and Linear Algebraic Computation, in: Lorenzo Magnani (ed.), Handbook of Abductive Cognition
    Springer 2023
  • Computational Framework of Resilience
    Springer 2016 ISBN:9783319398105
  • Late Breaking Papers of the 25th International Conference on Inductive Logic Programming (ILP 2015; Kyoto, Japan, August 20-22, 2015)
    CEUR Workshop Proceedings, Vol. 1636 2016
  • Inductive Logic Programming: Revised and Selected Papers from the 25th International Conference (ILP 2015; Kyoto, Japan, August 20-22, 2015), Lecture Notes in Artificial Intelligence, Vol.9575
    Springer 2016 ISBN:9783319405650
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Lectures and oral presentations  (249):
  • Linear Algebraic Approaches to Logic Programming
    (The 40th International Conference on Logic Programming (ICLP 2024) 2024)
  • Algebraic Logic Programming and Learning
    (The 4th International Joint Conference on Learning and Reasoning (IJCLR 2024) 2024)
  • A differentiable first-order rule learner for inductive logic programming
    (The 33rd International Joint Conference on Artificial Intelligence (IJCAI 2024) 2024)
  • Variable Assignment Invariant Neural Network for Learning Logic Program
    (The 8th International Workshop on Symbolic-Neural Learning (SNL 2024; Tokyo, Japan) 2024)
  • Data-driven Analysis of Domain Specificity for Explainable Session-based Recommendation System
    (The 38th Annual Conference of Japanese Society for Artificial Intelligence (JSAI 20224), International Session 2Q5-IS-1-04 2024)
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Education (3):
  • - 1993 Kyoto University Department of Applied Mathematics and Physics PhD Degree (Engineering)
  • 1982 - 1984 Kyoto University Graduate School, Division of Engineering Department of Applied Mathematics and Physics
  • 1978 - 1982 Kyoto University Faculty of Engineering Department of Applied Mathematics and Physics
Professional career (1):
  • Doctor of Engineering (Kyoto University)
Work history (14):
  • 2024/04 - 現在 The University of Electro-Communications Graduate School of Informatics and Engineering Collaborative Professor
  • 2024/04 - 現在 The Kyoto College of Graduate Studies for Informatics Visiting Professor
  • 2023/04 - 現在 The Graduate University for Advanced Studies, SOKENDAI Informatics Program, Graduate Institute for Advanced Studies Professor
  • 2021/04 - 現在 Tokyo Institute of Technology School of Computing Visiting Professor
  • 2020/03 - 現在 École Centrale de Nantes Visiting Professor
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Committee career (156):
  • 2021/07 - 現在 International Joint Conference on Artificial Intelligence (IJCAI) Program Committee Board
  • 2010/10 - 現在 NII Shonan Meetings Member of Academic Committee
  • 2023/05 - 2023/11 The 32nd International Conference on Inductive Logic Programming (ILP 2023) Member of Program Committee
  • 2023/05 - 2023/10 The 26th European Conference on Artificial Intelligence (ECAI 2023) Member of Program Committee
  • 2022/11 - 2023/09 The 20th International Conference on Principles of Knowledge Representation and Reasoning (KR2023) Area Chair
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Awards (28):
  • 2024/04 - Technical AI Safety Conference 2024 (TAIS 2024) Best Poster Award Structured World Representations in Maze-Solving Transformers
  • 2023/12 - ROAD-R Challenge for NeurIPS 2023 1st Prize at Task 2 and 3rd Prize at Task 1 "MOD-CL: Multi-label Object Detection with Constraint Loss"
  • 2023/07 - Association for Logic Programming The 10-year test-of-time award "Answer set programming as a modeling language for course timetabling"
  • 2022/08 - SAT Competition 2022 2nd Place at Main Parallel Track & 3rd Place at Anniversary Parallel Track "NPS & DPS"
  • 2021/10 - The 30th International Conference on Inductive Logic Programming (ILP 2020-2021) The Best Paper Award "Learning any Memory-Less Discrete Semantics for Dynamical Systems Represented by Logic Programs"
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Association Membership(s) (5):
Japan Society for Software Science and Technology ,  American Association for Artificial Intelligence (AAAI) ,  The Japanese Society for Artificial Intelligence ,  Information Processing Society of Japan ,  Institute of Electrical and Electronics Engineers (IEEE)
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