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## Abstract 背景：由于收集到的数据，模型会学习到对性别、职业、国籍、种族的偏见，需要发现这些fairness bugs 本文：BiasFinder Task: Discover fairness bugs in the Sentiment Analysis System via Meta 阅读全文
posted @ 2023-08-29 16:02
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## Abstract 背景：关于test RNN-based stateful system的研究较少 本文：DeepStellar Method: 1. model RNN as an abstract state transition system 2. design 2 trace simi 阅读全文
posted @ 2023-08-29 16:02
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## Abstract 本文：VerifyML Task: testing ML based applications(ML based image classifier) by metamorphic testing Github: https://github.com/verml/VerifyM 阅读全文
posted @ 2023-08-29 16:02
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## Abstract 本文:RTIs(Referentially Transparent Inputs), Purity Task: Testing Machine Translation Model Method: referentially transparent input(在不同的上下文中 阅读全文
posted @ 2023-08-29 16:01
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## Abstract Background: 1. discriminatory inputs, e.g., from societal bias, produce error, need to conduct fairness testing(generating discriminatory 阅读全文
posted @ 2023-08-29 15:48
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Proj CDeepFuzz Paper Reading: Detecting TensorFlow program bugs in real-world industrial environment
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## Abstract 本文: ShapeTracer Task: 1. Study on 12289 failed TensorFlow jobs 2. detecting TensorFlow shape-related errors with a constraint-based approa 阅读全文
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## Abstract 本文:Metamorphic Testing for machine learning classifiers Method: cross-validation, metamorphic testing 1. MR-0: Consistence with affine tra 阅读全文
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## Abstract 本文：Eagle Task: use equivalent graphs to differential test DL libraries Method: 使用不同的APIs, data types or optimizations来获取equivalent graphs， 阅读全文
posted @ 2023-08-29 15:47
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## Abstract 背景：目前的研究集中在例如交换几个像素这种digital perturbation，这些是很难发生在现实世界的；生成both digital and physical adversarial perturbation很重要 本文：DeepBillboard Task: Tes 阅读全文
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## Abstract 背景：Neural networks can be regarded as a new programming paradigm, Tensorflow 和PyTorch相当于Compiler，我们已知如果编译器缺乏Specification 本文：ExAIS Task: p 阅读全文
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