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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(14) 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(20) 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
摘要: ## Abstract 本文:Myia Github: https://github.com/mila-iqia/myia Task: Review automatic differentiation for array programming in machine learning, propos 阅读全文
posted @ 2023-08-29 16:08 雪溯 阅读(5) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 本文: review on adversarial attacks on CV models Task: 1. design of attack 2. defenses 3. evaluate adversarial attacks in real-world scenari 阅读全文
posted @ 2023-08-29 16:07 雪溯 阅读(4) 评论(0) 推荐(0) 编辑
摘要: ## Abstract Github: https://github.com/lts4/deepfool 背景:neural networks对小的扰动的表现并不稳定 本文: Deepfool Task: compute perturbations that fool deep networks 阅读全文
posted @ 2023-08-29 16:06 雪溯 阅读(7) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 本文: DeepCheck Task: Testing DNNs with lightweight symbolic execution and program analysis Method: use lightweight symbolic analysis to ide 阅读全文
posted @ 2023-08-29 16:06 雪溯 阅读(3) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 背景:大多数defenses against adversarial立刻被证明不可用 本文: review on defenses against adversarial attacks Task: 1. method 2. commonly adopted best pra 阅读全文
posted @ 2023-08-29 16:06 雪溯 阅读(7) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 本文: Github: 1. https://github.com/MadryLab/mnist_challenge 2. https://github.com/MadryLab/cifar10_challenge Task: 1. study the adversarial 阅读全文
posted @ 2023-08-29 16:06 雪溯 阅读(6) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 背景:numerical bugs可能导致NaN或者Inf这样的异常值,这种异常值被传播后最后会造成如log()这类的函数崩溃 本文:GRIST Github: https://github.com/Jacob-yen/GRIST Task: generate a small 阅读全文
posted @ 2023-08-29 16:05 雪溯 阅读(8) 评论(0) 推荐(0) 编辑
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