no code implementations • 13 Dec 2022 • Zhijie Wang, Yuheng Huang, Lei Ma, Haruki Yokoyama, Susumu Tokumoto, Kazuki Munakata
More importantly, it also lacks systematic investigation on how to perform the risk assessment for AI systems from unit level to system level.
1 code implementation • 13 Jul 2022 • Satoshi Munakata, Caterina Urban, Haruki Yokoyama, Koji Yamamoto, Kazuki Munakata
Semantic perturbations can significantly change the saliency-map.
no code implementations • 1 Mar 2022 • Shogo Tokui, Susumu Tokumoto, Akihito Yoshii, Fuyuki Ishikawa, Takao Nakagawa, Kazuki Munakata, Shinji Kikuchi
Search-based repair techniques for DNNs have potentials to tackle this challenge by enabling localized updates only on "responsible parameters" inside the DNN.
1 code implementation • 16 Oct 2021 • Mehdi Bahrami, N. C. Shrikanth, Yuji Mizobuchi, Lei Liu, Masahiro Fukuyori, Wei-Peng Chen, Kazuki Munakata
Code retrieval is allowing software engineers to search codes through a natural language query, which relies on both natural language processing and software engineering techniques.