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Automated Technology for Verification and Analysis

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Cover of 'Automated Technology for Verification and Analysis'

Table of Contents

  1. Altmetric Badge
    Book Overview
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    Chapter 1 DeepSafe: A Data-Driven Approach for Assessing Robustness of Neural Networks
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    Chapter 2 Formal Specification for Deep Neural Networks
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    Chapter 3 Optimal Proofs for Linear Temporal Logic on Lasso Words
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    Chapter 4 What’s to Come is Still Unsure
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    Chapter 5 A Formally Verified Motion Planner for Autonomous Vehicles
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    Chapter 6 Robustness Testing of Intermediate Verifiers
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    Chapter 7 Simulation Algorithms for Symbolic Automata
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    Chapter 8 Quantitative Projection Coverage for Testing ML-enabled Autonomous Systems
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    Chapter 9 Recursive Online Enumeration of All Minimal Unsatisfiable Subsets
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    Chapter 10 Synthesis in pMDPs: A Tale of 1001 Parameters
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    Chapter 11 Temporal Logic Verification of Stochastic Systems Using Barrier Certificates
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    Chapter 12 Bisimilarity Distances for Approximate Differential Privacy
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    Chapter 13 A Symbolic Algorithm for Lazy Synthesis of Eager Strategies
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    Chapter 14 Modular Verification of Concurrent Programs via Sequential Model Checking
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    Chapter 15 Quantifiers on Demand
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    Chapter 16 Signal Convolution Logic
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    Chapter 17 Efficient Symbolic Representation of Convex Polyhedra in High-Dimensional Spaces
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    Chapter 18 Accelerated Model Checking of Parametric Markov Chains
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    Chapter 19 Continuous-Time Markov Decisions Based on Partial Exploration
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    Chapter 20 A Fragment of Linear Temporal Logic for Universal Very Weak Automata
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    Chapter 21 Quadratic Word Equations with Length Constraints, Counter Systems, and Presburger Arithmetic with Divisibility
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    Chapter 22 Round-Bounded Control of Parameterized Systems
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    Chapter 23 PSense: Automatic Sensitivity Analysis for Probabilistic Programs
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    Chapter 24 Information Leakage in Arbiter Protocols
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    Chapter 25 Neural State Classification for Hybrid Systems
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    Chapter 26 Bounded Synthesis of Reactive Programs
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    Chapter 27 Maximum Realizability for Linear Temporal Logic Specifications
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    Chapter 28 Ranking and Repulsing Supermartingales for Reachability in Probabilistic Programs
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    Chapter 29 Bounded Synthesis of Register Transducers
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    Chapter 30 EthIR : A Framework for High-Level Analysis of Ethereum Bytecode
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    Chapter 31 MGH yper : Checking Satisfiability of HyperLTL Formulas Beyond the $$\exists ^*\forall ^*$$ ∃ ∗ ∀ ∗ Fragment
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    Chapter 32 Verifying Rust Programs with SMACK
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    Chapter 33 $$\mathcal {S}$$ BIP 2.0: Statistical Model Checking Stochastic Real-Time Systems
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    Chapter 34 Owl: A Library for $$\omega $$ -Words, Automata, and LTL
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    Chapter 35 EVE : A Tool for Temporal Equilibrium Analysis
Attention for Chapter 2: Formal Specification for Deep Neural Networks
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Chapter title
Formal Specification for Deep Neural Networks
Chapter number 2
Book title
Automated Technology for Verification and Analysis
Published by
Springer, Cham, October 2018
DOI 10.1007/978-3-030-01090-4_2
Book ISBNs
978-3-03-001089-8, 978-3-03-001090-4
Authors

Sanjit A. Seshia, Ankush Desai, Tommaso Dreossi, Daniel J. Fremont, Shromona Ghosh, Edward Kim, Sumukh Shivakumar, Marcell Vazquez-Chanlatte, Xiangyu Yue, Seshia, Sanjit A., Desai, Ankush, Dreossi, Tommaso, Fremont, Daniel J., Ghosh, Shromona, Kim, Edward, Shivakumar, Sumukh, Vazquez-Chanlatte, Marcell, Yue, Xiangyu

Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 100 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 100 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 28 28%
Student > Master 13 13%
Researcher 11 11%
Student > Doctoral Student 4 4%
Student > Bachelor 4 4%
Other 16 16%
Unknown 24 24%
Readers by discipline Count As %
Computer Science 54 54%
Engineering 15 15%
Mathematics 1 1%
Pharmacology, Toxicology and Pharmaceutical Science 1 1%
Chemical Engineering 1 1%
Other 4 4%
Unknown 24 24%