[Journal]Artificial Intelligence Vol.38 No.6 (Nov. 2023)


Commentary
Towards the JSAI 2024 ……………………………………………………………………………………………………………………………………………………………………………………………Tomoharu Iwata 777

Special Issue: “Free Energy Principle and AI”
Editor’s Introduction to “Free Energy Principle and AI” …………………………………………………………………………………………………………………………………………………… Shingo Murata 778
A Framework of the Free Energy Principle ……………………………………………………………………………………………………………………………………………………………………………Toshio Inui 780
Free Energy Principle, Active Vision and Salience ………………………………………… Masatoshi Yoshida, Kengo Miyazono, Yoshiyuki Nishio, Yuichi Yamashita and Keisuke Suzuki 787
Free Energy Principle and Deep Learning
 ─ A Focus on World Models ─ ……………………………………………………………………………………………………………………………………………………………………………… Masahiro Suzuki 796
Robot Motion Generation with the Concept of Active Inference ……………………………………………………………………………………………………………………………………… Tetsuya Ogata 805
Free Energy Principle and Symbol/Language Emergence
 ─ From Collective Predictive Coding to Large Language Models ─ ………………………………………………………………………………………………………………………… Tadahiro Taniguchi 810
Free Energy Principle and Representation Learning of Emotion
 ─ Toward a Constructive Understanding of Emotion through Multimodal Prediction and Integration ─ …………………………………………………………………………… Takato Horii 818
Free Energy Principle and Cognitive Developmental Robotics ……………………………………………………………………………………………………………………………………………… Yukie Nagai 826
Free Energy Principle and Computational Psychiatry …………………………………………………………………………………………………… Hayato Idei, Takafumi Soda and Yuichi Yamashita 833
Free Energy Principle and Virtual Reality …………………………………………………………………………………………………………………………………………………………………… Keigo Matsumoto 841
Free Energy Principle and Physics …………………………………………………………………………………………………………………………………………………………………………………Yusuke Hayashi 847

Special Issue: “The 37th Annual Conference of the Japanese Society for Artifical Intelligence”
Editorʼs Introduction to “The 37th Annual Conference of the Japanese Society for Artifical Intelligence” …………………………………………………………………………Toshiyuki Nomura 853
Message from Program Committee of JSAI 2023 ……………………………………………………………………………………………………………………………………………………………… Sachiyo Arai 854
Keynote, Invited Talks …………………………………………………………………………………………………………………………………………………………………………………………………… Yasunori Akagi 855
Tutorial Sessions …………………………………………………………………………………………………………………………………………………………………………… Kosuke Akimoto and Kosuke Nishida 856
International Sessions ……………………………………………………………………………………………………………………………………………………………………………………………………… Kiyoshi Izumi 857
Review of the Proposed Sessions in JSAI 2023 …………………………………………………………………………………………………………… Koh Takeuchi, Atsushi Keyaki and Akira Tanimoto 858
 KS-1: Recent Trends in Open-world Continual Learning ……………………………………………………………………………………………………………… Mori Kurokawa and Wataru Kumagai 859
 KS-2: How will Human Creativity Change through Symbiosis with AI?
      …………………………………………………………………………… Satoshi Kurihara, Hitoshi Matsubara, Hajime Murai, Youichiro Miyake, Michimasa Inaba, Atsushi Hashimoto 860
 KS-3: Will AI Hack the Human Sense of Beauty? ……………………………………………………………………… Hiroshi Nakagawa, Hideaki Takeda, Takehiro Ohya and Mirei Takahashi 861
 KS-4: AI and Trust ………………………………………………………………………………………………………………………………………… Toshikazu Fukushima, Akiko Aizawa and Hiroki Arimura 863
 KS-5: Symbiotic Interaction in Co-Creation of the Transformation Platform Technology for Human and Society …………………………………… Satoshi Kurihara and Kenji Mase 864
 KS-6: The Future of Society and Artificial Intelligence to Be Presented at the EXPO 2025 Osaka-Kansai ……………………………………… Hiroshi Sakuma and Yoichi Motomura 865
 KS-7: JSAI Journal: “New Generation Computing” and AI …………………………………………… Masayuki Numao, Yutaka Matsuo, Ryutaro Ichise, Yoji Kiyota and Kazunori Ueda 866
 KS-8: Considering the Declining Birthrate, Aging Population, and the DX of the “Housing” Industry
      …………………………………………………………………………………………………… Yoji Kiyota, Toshihiko Yamasaki, Hirohiko Suwa, Chihiro Shimizu and Takehiko Hashimoto 868
 KS-9: Does AI Dream of Shikakeology? ……………………… Naohiro Matsumura, Mitsunori Matsushita, Yutaka Arakawa, Ikki Ohmukai, Ryohei Hayashi and Toshihiro Hiraoka 870
 KS-10: Competition “Visualize Blue Carbon Dynamics!” Result Debriefing Session
      ………………………… Yasuhiro Kubota, Takayuki Shiono, Shogo Ikari, Buntarou Kusumoto, Akikazu Takeuchi, Masashi Shimbo, Yutaro Shigeto and Yuya Yoshikawa 871
 KS-11: Spatio-Temporal Digital Twin of the City and Artificial Intelligence – B5G Network as an Enabler
      …………………………………………………………………… Masayuki Tamura, Tadashi Okoshi, Kei Hiroi, Masashi Toyoda, Ryota Horiguchi, Soko Aoki and Satoshi Ikemoto 872
 KS-12: Current Status and Issues of Data Science Education from Junior High School, High School, and University to General Public
      …………………………………………………………………………………………………………………………… Hiroki Hayashi, Hyouma Hayashi, Takaya Ohsato and Munehiko Sasajima 874
 KS-13: AI Map as a Communication Tool ……………………………………………………………………………………………………………… Ikki Ohmukai, Yoichi Motomura and Eiichi Sunagawa 876
 KS-15: Diversity, Equity, and Inclusion in Computer Science and Artificial Intelligence ………………………………………………………………… Masanori Takano and Katsue Nagakura 877
 KS-16: Prospects for Communicative Intelligent Systems That Coexist with Humans
      ………………………………………………………………………………………… Fumio Shimpo, Takahisa Uchida, Yuichiro Yoshikawa, Ryuichiro Higashinaka and Hiromasa Mitsui 879
 KS-17: On-demand Transportation Service and Regional Cooperation – Development of Multi-Agent Social Simulation ……………………………Ryo Kanamori and Itsuki Noda 881
 KS-18: Understanding AI-Related Standards ……………………………………………………………………………… Roy Sugimura, Yuiko Ohta, Mitsuharu Makita and Shusaku Tsumoto 882
 KS-19: International and National Activities for Affective Computing Research …………………………………………………………… Kazunori Terada, Shiro Kumano and Kenji Suzuki 883
 KS-20: New Developments in Game AI Research …………………………………………………………………………Takeshi Ito, Masahito Yamamoto, Haruhiro Katayose and Kokolo Ikeda 885
 KS-21: Initiatives and Prospects for Data Management and Data Utilization in Industry and Academia to Open Science
      ……………………………………………………………………………………………………………………………………………… Eisuke Hida, Tomomi Yamada, Kei Watanabe and Ayano Hata 887
 KS-22: Prospects in the Use of AI in Earth and Planetary Science…………………………………………………………………………………………………………………………… Yukihiro Takahashi 889
 KS-23: The Summary Session for AI-Philosophy Map Project ………………………………………………………………………………………………………… Youichiro Miyake and Takako Ouchi 890
 KS-24: Science for Artificial Intelligence and Fiction …………………………………………Hirotaka Osawa, Yuuki Namba, Sachiko Kiyokawa, Miwa Nishinaka and Dohjin Miyamoto 892
Organized Session Summary …………………………………………………………………………………………………………… Taiki Miyanishi, Motoki Yatsu, Ayano Yoshida and Toshikazu Kuroda 893
 OS-1: AutoML …………………………………………………………………………………………………………………………………………………………………Organizer:Masaki Onishi and Hideitsu Hino 894
 OS-2: Communicative Intelligence that Coexists with Humans ………………………………………………… Organizer:Fumio Shimpo, Ryuichiro Higashinaka and Yuichiro Yoshikawa 895
 OS-3: Computational Social Science ………………………………………………… Organizer:Kazutoshi Sasahara, Fujio Toriumi, Takeshi Sakaki, Hiroki Takikawa and Mitsuo Yoshida 897
 OS-4: Designing Trustworthy Interaction with Context Awareness ………………………………………………………………… Organizer:Seiji Yamada, Michita Imai and Kazunori Terada 898
 OS-5: Toward the Social Implementation of AI in Health Care ……………………………………………………………… Organizer:Satoshi Kodera, Masaya Sato and Kazuma Kobayashi 899
 OS-6: Emergence of Language and Communication: From Symbol Emergence System to Co-Creative Language Evolution
      ………………………………………………………………………………………… Organizer:Ryo Ueda, Tadahiro Taniguchi, Reiji Suzuki, Tomoaki Nakamura and Takashi Hashimoto 900
 OS-7: Road to the Integrated AI ………………………………………… Organizer:Satoshi Kurihara, Hiroshi Yamakawa, Youichiro Miyake, Akira Taniguchi and Yoshimasa Tawatsuji 901
 OS-8: Data Mining and Machine Learning for Movement Sequences
      ………………………………………………………………………………………Organizer:Keisuke Fujii, Koh Takeuchi, Takuya Oki, Ryo Nishida, Yasuo Tabei and Takuya Maekawa 902
 OS-9: AI and Constraint Programming …………………………………………………………………………………………………… Organizer:Kenta Hanada, Daisuke Hatano and Takehide Soh 904
 OS-10: Advancement and Future of Learning Models Grounded in the Growth of AI Technologies
      ……………………………………………………………………………………………………………………… Organizer:Tatsuhiro Konishi, Masaki Uto, Satoru Kogure and Sho Yamamoto 906
 OS-11: Exploring the Ideal Coexistence of Humans and AI …………………………………………………… Organizer:Satoshi Nishida, Katsunori Miyahara and Hiro Taiyo Hamada 908
 OS-12: Machine Learning Quality Evaluation and Improvement Techniques ………………………………………… Organizer:Yoshinao Isobe, Kenichi Kobayashi and Shin Nakajima 909
 OS-14: Reproducibility and Reliability in AI for Science ……………………………………………………………………… Organizer:Ichiro Takeuchi, Kanako Harada and Koichi Takahashi 910
 OS-15: ELSI of EdTech Using Student Educational Data …………………………………………………………………… Organizer:Nobutsugu Kanzaki, Masayuki Murakami and Kei Kano 911
 OS-16: AI and Democracy …………………………………………………………………………………………… Organizer:Takayuki Ito, Susumu Ohnuma, Tokuro Matsuo and Shun Shiramatsu 912
 OS-17: Earthquake Research and Artificial Intelligence………………………Organizer:Hiromichi Nagao, Takahiko Uchide, Masayuki Kano, Jiancang Zhuang and Hisahiko Kubo 913
 OS-18: Biosignal-based AI for Medical and Healthcare ………………………………………………………………………………………………… Organizer:Koichi Fujiwara and Takatomi Kubo 914
 OS-19: Affective Computing ……………………………………………………………………………………………………… Organizer:Shiro Kumano, Chie Hieida, Junya Morita and Kenji Suzuki 915
 OS-20: Human Centered Future Society and AI ………… Organizer:Naotake Natori, Daisuke Kaji, Masaaki Hirose, Yoshiumi Kawamura, Hirotaka Kaji and Kiyosumi Kidono 916
 OS-21: World Models and Intelligence
      …………………………………Organizer:Masahiro Suzuki, Yusuke Iwasawa, Makoto Kawano, Wataru Kumagai, Tatsuya Matsushima, Yusuke Mori and Yutaka Matsuo 917
 OS-22: AI for Group Interaction …………………………………………………………………Organizer:Masaki Shuzo, Masahide Yuasa, Shogo Okada, Kazuaki Kondo and Yukiko Nakano 918
 OS-23: Machine Learning and Mathematical Optimization with Behavioral Insights in the Social and Psychological Science
      …………………………………………………………………………………………………………………………………………………………………Organizer:Hiroyuki Toda and Takeshi Kurashima 919
 OS-24: Daily Life Knowledge and AI
      …………………… Organizer:Ken Fukuda, Shusaku Egami, Natsuki Miyata, Yue Qiu, Takanori Ugai, Kouji Kozaki, Takahiro Kawamura, Ryutaro Ichise and Kei Okada 920
 OS-27: Recent Advances in Reinforcement Learning ……………………………………………………………………………………… Organizer:Hiroyuki Ohta, Yu Kono and Tatsuji Takahashi 921
 OS-28: Chi, Jou, I – A Framework for Conducting AI Research as Studies on Human Being …………………………………………………… Organizer:Masaki Suwa and Haruyuki Fujii 922
Poster Session Summary ……………………………………………………………………………………………………………………………… Ryuji Sakata, Hwang Yongtae, Junya Takayama and Wen Gu 923
Activity Report of the Corporate Participation Promotion Section ……………………………………………………………………Yusuke Tajima, Yu Kiyokawa, Atsushi Kawasaki and Koki Ijuin 924
Student Session “What Do People Want from AI?” ……………………………………………………………………………………………………………………… Ryosuke Takata and Tomoya Minegishi 926

Technical Papers
Abstract ……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………… 928

Lecture Series: “Future of AI, Society, and Human Being ─ Colliding, Blending, and Unifying ─”(6)
The Future of Research on ʻNo-Crash Commonsenseʼ for AI
 ─ From Semantic Primitives to Massive Real World Simulations ─ ………………………………………………………………………………………………………………………………… Rafal Rzepka 943

Article
JSAI Official YouTube Channel ………………………………………………………………………………………………………………………… Daiki Kimura, Yuiko Tsunomori and Ryuichiro Higashinaka 954

My Bookmark
Computational Intelligence …………………………………………………………………………………………………………………………………………………………………………………………………Atsushi Inoue 957

Global Eye(67)
Computational Legal Studies and the Research Center for Digital Law, National Taiwan University ………………………………………………………………………………………Hsuan-Lei Shao 962

Students Forum(120)
Interview with Prof. Kazunori Terada “Turning to Inner Motives” …………………………………………………………………………………………………………………………………… Takahiro Tsumura 965

Conference Reports
The 61st Annual Meeting of the Association for Computational Linguistics(ACL 2023) …………………………………………………………………………………………………Natsuki Murakami 969
The 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining(KDD 2023) …………………………………………………………………………………… Toshihiro Kamishima 971

Book Review
Editor: The Japan Society for Computational Engineering and Science(JSCES):
 Soft Computing: Engineering Fundamentals and Applications to Architecture, Robots, Aerospace, and Transportation, pp. 238, Maruzen Publishing Co.,Ltd.(2021)
      …………………………………………………………………………………………………………………………………………………………………………………………………………………… Kaori Yoshida 973

Article
Cover Project “The Scroll of AI History: Road to Future AI, Chapter 6”
 ─ Researchersʼ Perspective on Future AI: Going Makes the Way ─ …………………………………………… Planner:Hiroko Yamano, Takeshi Sakaki, Koji Inoue and Yusuke Yamamoto,
                                   Illustrator:Shun Iwasawa, Supervisor:Hitoshi Matsubara, Mai Sugimoto and Tadahiro Taniguchi 975

Cover Project Round-table Discussion: The Completion of the Scroll of AI History
      …………… Takeshi Sakaki, Koji Inoue, Hiroko Yamano, Yusuke Yamamoto, Fujio Toriumi, Shun Iwasawa, Hitoshi Matsubara, Mai Sugimoto and Tadahiro Taniguchi 980