Takao Nakagawa, Susumu Tokumoto, Shogo Tokui, Fuyuki Ishikawa. An Experience Report on Regression-Free Repair of Deep Neural Network Model. SANER. 2023. 778-782
Satoshi Munakata, Susumu Tokumoto, Koji Yamamoto 0002, Kazuki Munakata. Towards Formal Repair and Verification of Industry-scale Deep Neural Networks. ICSE Companion. 2023. 360-364
Shogo Tokui, Susumu Tokumoto, Akihito Yoshii, Fuyuki Ishikawa, Takao Nakagawa, Kazuki Munakata, Shinji Kikuchi. NeuRecover: Regression-Controlled Repair of Deep Neural Networks with Training History. 2022 IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER). 2022
Zhijie Wang, Yuheng Huang, Lei Ma 0003, Haruki Yokoyama, Susumu Tokumoto, Kazuki Munakata. An Exploratory Study of AI System Risk Assessment from the Lens of Data Distribution and Uncertainty. CoRR. 2022. abs/2212.06828