Algorithms for Verifying Deep Neural Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Algorithms for Verifying Deep Neural Networks write by Changliu Liu. This book was released on 2021-02-11. Algorithms for Verifying Deep Neural Networks available in PDF, EPUB and Kindle. Neural networks have been widely used in many applications, such as image classification and understanding, language processing, and control of autonomous systems. These networks work by mapping inputs to outputs through a sequence of layers. At each layer, the input to that layer undergoes an affine transformation followed by a simple nonlinear transformation before being passed to the next layer. Neural networks are being used for increasingly important tasks, and in some cases, incorrect outputs can lead to costly consequences, hence validation of correctness at each layer is vital. The sheer size of the networks makes this not feasible using traditional methods. In this monograph, the authors survey a class of methods that are capable of formally verifying properties of deep neural networks. In doing so, they introduce a unified mathematical framework for verifying neural networks, classify existing methods under this framework, provide pedagogical implementations of existing methods, and compare those methods on a set of benchmark problems. Algorithms for Verifying Deep Neural Networks serves as a tutorial for students and professionals interested in this emerging field as well as a benchmark to facilitate the design of new verification algorithms.
Computer Aided Verification
Computer Aided Verification - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Computer Aided Verification write by Isil Dillig. This book was released on 2019-07-12. Computer Aided Verification available in PDF, EPUB and Kindle. This open access two-volume set LNCS 11561 and 11562 constitutes the refereed proceedings of the 31st International Conference on Computer Aided Verification, CAV 2019, held in New York City, USA, in July 2019. The 52 full papers presented together with 13 tool papers and 2 case studies, were carefully reviewed and selected from 258 submissions. The papers were organized in the following topical sections: Part I: automata and timed systems; security and hyperproperties; synthesis; model checking; cyber-physical systems and machine learning; probabilistic systems, runtime techniques; dynamical, hybrid, and reactive systems; Part II: logics, decision procedures; and solvers; numerical programs; verification; distributed systems and networks; verification and invariants; and concurrency.
Tools and Algorithms for the Construction and Analysis of Systems
Tools and Algorithms for the Construction and Analysis of Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Tools and Algorithms for the Construction and Analysis of Systems write by Bernd Finkbeiner. This book was released on . Tools and Algorithms for the Construction and Analysis of Systems available in PDF, EPUB and Kindle.
Tools and Algorithms for the Construction and Analysis of Systems
Tools and Algorithms for the Construction and Analysis of Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Tools and Algorithms for the Construction and Analysis of Systems write by Dana Fisman. This book was released on 2022-03-29. Tools and Algorithms for the Construction and Analysis of Systems available in PDF, EPUB and Kindle. This open access book constitutes the proceedings of the 28th International Conference on Tools and Algorithms for the Construction and Analysis of Systems, TACAS 2022, which was held during April 2-7, 2022, in Munich, Germany, as part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2022. The 46 full papers and 4 short papers presented in this volume were carefully reviewed and selected from 159 submissions. The proceedings also contain 16 tool papers of the affiliated competition SV-Comp and 1 paper consisting of the competition report. TACAS is a forum for researchers, developers, and users interested in rigorously based tools and algorithms for the construction and analysis of systems. The conference aims to bridge the gaps between different communities with this common interest and to support them in their quest to improve the utility, reliability, exibility, and efficiency of tools and algorithms for building computer-controlled systems.
Tools and Algorithms for the Construction and Analysis of Systems
Tools and Algorithms for the Construction and Analysis of Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Tools and Algorithms for the Construction and Analysis of Systems write by Sriram Sankaranarayanan. This book was released on 2023-04-21. Tools and Algorithms for the Construction and Analysis of Systems available in PDF, EPUB and Kindle. This open access book constitutes the proceedings of the 29th International Conference on Tools and Algorithms for the Construction and Analysis of Systems, TACAS 2023, which was held as part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2023, during April 22-27, 2023, in Paris, France. The 56 full papers and 6 short tool demonstration papers presented in this volume were carefully reviewed and selected from 169 submissions. The proceedings also contain 1 invited talk in full paper length, 13 tool papers of the affiliated competition SV-Comp and 1 paper consisting of the competition report. TACAS is a forum for researchers, developers, and users interested in rigorously based tools and algorithms for the construction and analysis of systems. The conference aims to bridge the gaps between different communities with this common interest and to support them in their quest to improve the utility, reliability, flexibility, and efficiency of tools and algorithms for building computer-controlled systems.
