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摘要: ## Abstract 背景:In fact, some of the latest findings suggest that the existence of adversarial attacks may be an inherent weakness of deep learning mod 阅读全文
posted @ 2023-09-07 08:01 雪溯 阅读(8) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 背景:The correctness of DL systems is crucial for trust in DL applications 本文: NeuRI BaseTool: FreeFuzz Github: https://github.com/ise-uiuc/ 阅读全文
posted @ 2023-09-07 06:38 雪溯 阅读(17) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 背景:目前大多数的adversarial attack method on pre-trained models of code忽略了perturbations should be natural to human judges(naturalness requirement 阅读全文
posted @ 2023-09-06 23:34 雪溯 阅读(15) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 背景:已有的方法(Muffin, Lemon, Cradle) can cover at most 34.1% layer inputs, 25.9% layer parameter values, and 15.6% layer sequences. 本文:COMET Gi 阅读全文
posted @ 2023-09-06 23:03 雪溯 阅读(19) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 本文:IvySyn Task: discover memory error vulnerabilities in DL frameworks BugType: memory safety errors, fatal runtime errors Method: 1. 利用na 阅读全文
posted @ 2023-09-06 21:34 雪溯 阅读(16) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 本文: Task: 1. prove invariance-inducing regularizers can increase predictive accuracy for worst-case spatial transformations 2. prove that 阅读全文
posted @ 2023-09-05 23:14 雪溯 阅读(4) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 本文: Task: 1. study the faithfulness of an explanation system to the underlying prediction model on consistency and sufficiency 2. introduc 阅读全文
posted @ 2023-09-05 22:00 雪溯 阅读(2) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 背景:目前对cross-framework conversion中的inconsistencies和security bugs的研究少有 本文:TensorScope Github: https://github.com/tensorscopepro/Tensorscope 阅读全文
posted @ 2023-09-05 05:51 雪溯 阅读(13) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 本文: DeepTest Task: a systematic testing tool for DNN-driven vehicles Method: 1. generated test cases with real-world changes like rain, fo 阅读全文
posted @ 2023-09-04 20:14 雪溯 阅读(2) 评论(0) 推荐(0) 编辑
摘要: ## Abstract 本文: DeepGauge Task: provide multi-granularity testing criteria for DL systems Method: multi-granularity testing criteria for DL systems: 1 阅读全文
posted @ 2023-09-04 17:14 雪溯 阅读(13) 评论(0) 推荐(0) 编辑
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