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Titlebook: Computer Aided Verification; 34th International C Sharon Shoham,Yakir Vizel Conference proceedings‘‘‘‘‘‘‘‘ 2022 The Editor(s) (if applicabl

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發(fā)表于 2025-3-21 19:15:58 | 只看該作者 |倒序?yàn)g覽 |閱讀模式
書(shū)目名稱(chēng)Computer Aided Verification
副標(biāo)題34th International C
編輯Sharon Shoham,Yakir Vizel
視頻videohttp://file.papertrans.cn/234/233354/233354.mp4
概述This book is open access, which means that you have free and unlimited access
叢書(shū)名稱(chēng)Lecture Notes in Computer Science
圖書(shū)封面Titlebook: Computer Aided Verification; 34th International C Sharon Shoham,Yakir Vizel Conference proceedings‘‘‘‘‘‘‘‘ 2022 The Editor(s) (if applicabl
描述.This open access two-volume set LNCS 13371 and 13372 constitutes the refereed proceedings of the 34rd International Conference on Computer Aided Verification, CAV 2022, which was held in Haifa, Israel, in August 2022.. The 40 full papers presented together with 9 tool papers and 2 case studies were carefully reviewed and selected from 209 submissions. The papers were organized in the following topical sections: . Part I: Invited papers; formal methods for probabilistic programs; formal methods for neural networks; software Verification and model checking; hyperproperties and security; formal methods for hardware, cyber-physical, and hybrid systems. Part II: Probabilistic techniques; automata and logic; deductive verification and decision procedures; machine learning; synthesis and concurrency.. This is an open access book..
出版日期Conference proceedings‘‘‘‘‘‘‘‘ 2022
關(guān)鍵詞architecting; architecture verification and validation; artificial intelligence; computer programming; c
版次1
doihttps://doi.org/10.1007/978-3-031-13185-1
isbn_softcover978-3-031-13184-4
isbn_ebook978-3-031-13185-1Series ISSN 0302-9743 Series E-ISSN 1611-3349
issn_series 0302-9743
copyrightThe Editor(s) (if applicable) and The Author(s) 2022
The information of publication is updating

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發(fā)表于 2025-3-21 23:59:29 | 只看該作者
Program Verification with?Constrained Horn Clauses (Invited Paper)sed in a fragment of First-Order Logic called Constrained Horn Clauses (CHC). This transforms program analysis and verification tasks to the realm of first order satisfiability and into the realm of SMT solvers. In this paper, we give a brief overview of how CHCs capture verification problems for se
板凳
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地板
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發(fā)表于 2025-3-22 12:27:57 | 只看該作者
Does a?Program Yield the?Right Distribution?wledge, . (provided the program terminates almost-surely). The class of distributions that can be specified in our formalism consists of standard distributions (geometric, uniform, etc.) and finite convolutions thereof. Our method relies on representing these (possibly infinite-support) distribution
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發(fā)表于 2025-3-22 16:42:30 | 只看該作者
Abstraction-Refinement for?Hierarchical Probabilistic Modelsdels is subject to the famous state space explosion problem. We alleviate this problem by exploiting a hierarchical structure with repetitive parts. This structure not only occurs naturally in robotics, but also in probabilistic programs describing, e.g., network protocols. Such programs often repea
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發(fā)表于 2025-3-22 19:29:36 | 只看該作者
Shared Certificates for?Neural Network Verificationn of reachable values at each layer. This process is repeated from scratch independently for each input (e.g., image) and perturbation (e.g., rotation), leading to an expensive overall proof effort when handling an entire dataset. In this work, we introduce a new method for reducing this verificatio
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發(fā)表于 2025-3-22 21:14:39 | 只看該作者
Example Guided Synthesis of?Linear Approximations for?Neural Network Verificationms involving neural networks. In the latter case, a linear approximation must be hand-crafted for the neural network’s activation functions. This hand-crafting is tedious, potentially error-prone, and requires an expert to prove the soundness of the linear approximation. Such a limitation is at odds
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發(fā)表于 2025-3-23 03:31:51 | 只看該作者
Verifying Neural Networks Against Backdoor AttacksResearchers also discovered multiple security issues associated with neural networks. One of them is backdoor attacks, i.e., a neural network may be embedded with a backdoor such that a target output is almost always generated in the presence of a trigger. Existing defense approaches mostly focus on
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發(fā)表于 2025-3-23 07:42:05 | 只看該作者
: A CEGAR-Driven Training and?Verification Framework for?Safe Deep Reinforcement Learningustworthy when applied to safety-critical domains, which is typically achieved by formal verification performed after training. This . process has two limits: (i) trained systems are difficult to formally verify due to their continuous and infinite state space and inexplicable AI components (., deep
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