Commentary
Hope and Challenges in ICT Education ………………………………………………………………………………………………… Yasufumi Takama 97
Article
Reminiscence of Professor Saburo Tsuji ……………………………………………………………………………………………………… Seiji Yamada 98
Special Issue: “Finding Linkages in the Network and Graph”
Editors’ Introduction to “Finding Linkages in the Network and Graph” ……………………… Takayuki Mizuno and Hiroko Yamano 99
Develop an Artificial Intelligence F.R.I.D.A.Y. to Guarantee Security in the Economic Networks
…………………………………………………………………………………… Takayuki Mizuno, Shohei Doi and Shuhei Kurizaki 101
Supply-Chain Simulation to Shape Policies for Pandemic …………………………………………………………………… Hiroyasu Inoue 109
Dynamics of the Mesoscopic Structures of Inter-Firm Networks …………… Hiroko Yamano, Hiroshi Okamoto and Ichiro Sakata 117
Network Analysis of Money Flow among Firmsʼ Accounts in a Regional Bank
…………………………………………………………………………… Takuma Tanaka, Yoshi Fujiwara and Takayuki Yamaguchi 125
Analysis of Bank Transfer Networks focusing on Inherent Structures and Changes
…………………………………… Ryohei Hisano, Tatsuya Nagasawa, Shu Takahashi, Ryoma Kondo and Takaaki Ohnishi 131
Expanding Application Domains for Graph Neural Networks ……… Toyotaro Suzumura, Hiroki Kanezashi and Masatoshi Hanai 139
Over-Smoothing of Graph Neural Networks ………………………………………………………………………………………………… Kenta Oono 149
Graph Structured Data Analysis using Machine Learning ……………………………………………………………………………… Koh Takeuchi 158
Vertex Ordering Problems in Graphs …………………………………………………………… Tatsuro Kawamoto and Teruyoshi Kobayashi 165
Parameterized Graph Algorithms …………………………………………………………………………………………………………… Tesshu Hanaka 172
Special Issue: “Research Directions in AI Security”
Editors’ Introduction to “Research Directions in AI Security” …………………………………………… Akira Otsuka and Kouichi Sakurai 178
Plannerʼs Introduction to “Research Directions in AI Security” ………………………………………………………………… Chako Takahashi 180
Research Topics in AI Security …………………………………………………………………………………………………………………… Akira Otsuka 181
Frontiers of Overcoming Fake Media in the Age of Infodemics ………… Isao Echizen, Noboru Babaguchi and Kazutoshi Sasahara 189
Status and Issues of Research on Machine Unlearning …………………………………………………… Haibo Zhang and Kouichi Sakurai 197
AI and Disinformation: Trends of Regulation ………………………………………………………………………………………… Harumichi Yuasa 206
Trends on AI Safety in Automotive Industry ………………………………………………………… Toshihiro Nakae and Hiroshi Kuwajima 210
Security and Fairness of Machine Learning ……………………………………………………………………… Masashi Une and Kazutoshi Kan 221
Trends in Malware Development Environment Identification ……………………………………………………………………… Yuhei Otsubo 229
Machine Learning System Security Guidelines for AI Developers ………………………………… Jun Yajima and Nobukazu Yoshioka 237
Article
AI Philosophy Map General Discussion Part Ⅱ : AI-Philosophy Correspondence Map
……………………………………………………………………………………… Youichiro Miyake, Takako Ouchi and Yoji Kiyota 245
Lecture Series: “Future of AI, Society, and Human Being ─ Colliding, Blending, and Unifying ─”（2）
The “Life Revolution” Scenario, Aims to Transition to the Most Sustainable Life Society … Hiroshi Yamakawa and Yutaka Matsuo 254
Special Interest Group Reports
Report of JSAI SigConf 2022
………………Wataru Sunayama, Hiromitsu Hattori, Kouzou Ohara, Hiroshi Murata, Masahiro Hamasaki and Kouji Kozaki 266
SIG-AGI WS Reports “Third Wave of AGI Research” …………………………………………………………………………… Mirei Takahashi 275
My Bookmark
What Artificial Intelligence can Learn from First Language Acquisition …………………………………………………………… Naho Orita 282
Global Eye（63）
Studying for Ph.D. at Darmstadt, Germany ……………………………………………………………………………………………… Hikaru Shindo 287
Students Forum（116）
Interview with Prof. Hideaki Kuzuoka “Dual thinking broadens your path” ………………… Saya Kashiwakura and Chisa Kondo 289
Conference Reports
Conference on Neural Information Processing Systems（NeurIPS） ……………………………………………………… Shinsaku Sakaue 293
Book Review
Yoshinori Hijikata: Social Media Studies
─ Analysis of Behavioral Data to Understand Human Society and Psychology ─，
pp.224, SAIENSU-SHA Co.,Ltd（2020） ………………………………………………………………………………………… Hiroshi Sakuma 295
Satoshi Hase: Protocol of Humanity, pp. 296, Hayakawa Publishing Corporation（2022） …………………… Youichiro Miyake 296
Tadahiro Taniguchi: Boku to Arisu no Natsumonogatari Jinkou Chinou no Sono Saki e,
pp. 206, Iwanami Shoten, Publishers（2022） ………………………………………………………………………………………… Keiko Saito 297
Article
Cover Project “The Scroll of AI History: Road to Future AI, Chapter 2” ─ From the First Winter to the Second Boom ─
……………………………………………………………………………… Planner：Koji Inoue, Hiroko Yamano and Takeshi Sakaki,
Illustrator：Shun Iwasawa, Supervisor：Hitoshi Matsubara, Mai Sugimoto and Tadahiro Taniguchi 298