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摘要: ## Abstract 本文:DeepCT Task: Testing DL Models with Combinatorial Testing Method: 1. 将输出值的空间离散化为区间,以便覆盖每个区间,对不同层内的神经元交互进⾏采样,并减少必须执⾏的测试输⼊的数量。 2. a set o 阅读全文
posted @ 2023-09-04 16:36 雪溯 阅读(12) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 本文:描述automatic differentiation module of PyTorch 包括:Lua Torch, Chainer, HIPS Autograd Task: Provides a high-performance environment on dif 阅读全文
posted @ 2023-09-01 23:19 雪溯 阅读(5) 评论(0) 推荐(0) 编辑
摘要: ## Abstract Github: https://github.com/shijy16/ACETest 背景: 1. DL operators 用来计算多维tensors,很重要 本文:ACETest Task: automatically extract input validation c 阅读全文
posted @ 2023-09-01 03:17 雪溯 阅读(22) 评论(0) 推荐(0) 编辑
摘要: ## Abstract Github: https://github.com/marsggbo/automl_a_survey_of_state_of_the_art 本文: 1. intro AutoML methods: data preparation, feature engineering 阅读全文
posted @ 2023-08-31 16:13 雪溯 阅读(4) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 背景: 1. the de facto standard to assess the quality of DNNs in the industry is to check their performance (accuracy) on a collected set of 阅读全文
posted @ 2023-08-29 22:25 雪溯 阅读(10) 评论(0) 推荐(0) 编辑
摘要: ## Abstract ## 1. Intro ## 2. Background ### 2.1 Program Understanding and Generation Tasks ### 2.2 NL-PL Pre-Trained Models ![](https://img2023.cnblo 阅读全文
posted @ 2023-08-29 20:14 雪溯 阅读(21) 评论(0) 推荐(0) 编辑
摘要: ## Abstract Task: an artifact to accompany Reducing DNN Properties to Enable Falsification with Adversarial Attacks 包括DNNF ⼯具、数据和脚本 a VirtualBox virtu 阅读全文
posted @ 2023-08-29 16:10 雪溯 阅读(4) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 本文:CRADLE Task: finding and localizing bugs in DL Libraries Method: 1. differential testing between DL Libraries 2. 使用异常传播跟踪和分析来定位DL库中的错误函 阅读全文
posted @ 2023-08-29 16:10 雪溯 阅读(8) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 本文:Audee Github: https://github.com/jikechao/Audee Task: test DL frameworks and localizing bugs Method: 1. search-based 2. 3 different mut 阅读全文
posted @ 2023-08-29 16:09 雪溯 阅读(10) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 本文: LEMON Task: Fuzzing DL Libraries Method: 1. specified mutators for DL Libraries to explore different invoking sequences of library cod 阅读全文
posted @ 2023-08-29 16:09 雪溯 阅读(5) 评论(0) 推荐(0) 编辑
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