WebDeepMutation : Mutation Testing of Deep Learning Systems Lei Ma 1 ; 2, Fuyuan Zhang , Jiyuan Sun 3, Minhui Xue , Bo Li 4, Felix Juefei-Xu 5, Chao Xie 3, Li Li 6, Yang Liu 2, Jianjun Zhao , and Yadong Wang 1 1 Harbin Institute of Technology, China 2 Nanyang Technological University, Singapore 3 Kyushu University, Japan 4 University of Illinois at … WebFeb 12, 2024 · DeepMutation: A Neural Mutation Tool. Michele Tufano, Jason Kimko, Shiya Wang, Cody Watson, Gabriele Bavota, Massimiliano Di Penta, Denys Poshyvanyk. …

DeepMutation: A Neural Mutation Tool - William

Web2 days ago · Phage-plasmids are extra-chromosomal elements that act both as plasmids and as phages, whose eco-evolutionary dynamics remain poorly constrained. Here, we show that segregational drift and loss-of ... WebThe mutate method returns new object with changes. Contribute to axules/deep-mutation development by creating an account on GitHub. razor sharp tinting of venice fl

DeepStellar: model-based quantitative analysis of stateful …

Webtechnique (i.e., DeepMutation), which constructs mutation faults by learning from a number of real faults via classic sequence-to-sequence neural machine translation (NMT). Indeed, DeepMuta-tion opens a direction to avoid the efforts of manually designing mutation operators and incorporate program semantics via deep WebDeepMutation [17] and MuNN [18] were the first works to recognise the need for mutation operators tailored specifically to DL systems. In DeepMutation (later extended into a tool called DeepMutation++ [19]), the authors propose a set of operators of two distinct categories: source level and model level operators. WebDeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems Lei Ma1,3∗, Felix Juefei-Xu2, Fuyuan Zhang3, Jiyuan Sun4, Minhui Xue3, Bo Li5 Chunyang Chen6, Ting Su3, Li Li6, Yang Liu3, Jianjun Zhao4, Yadong Wang1 1 Harbin Institute of Technology, 2 Carnegie Mellon University, 3 Nanyang Technological University Singapore 4 Kyushu … razor sharp tint venice fl