Numerical Software Verification : 12th International Workshop, NSV 2019, New York City, NY, USA, July 13-14, 2019 : proceedings

This book constitutes the proceedings of the 12th International Workshop on Numerical Software Verification, NSV 2019, held in New York City, NY, USA, in July 2019 - colocated with the International Conference on Computer Aided Verification, CAV 2019. The 5 full papers presented together with 2 short papers, 3 abstracts of invited talks, and 2 tutorial papers were carefully reviewed and selected from numerous submissions. The NSV 2017 workshop is dedicated to the development of logical and mathematical techniques for the reasoning about programmability and reliability. Front Matter ....Pages i-xv Front Matter ....Pages 1-1 Trust, Resilience and Interpretability of AI Models (Susmit Jha)....Pages 3-25 Reinforcement Learning and Formal Requirements (Fabio Somenzi, Ashutosh Trivedi)....Pages 26-41 Front Matter ....Pages 43-43 An Evaluation of Monte-Carlo Tree Search for Property Falsification on Hybrid Flight Control Laws (Rémi Delmas, Thomas Loquen, Josep Boada-Bauxell, Mathieu Carton)....Pages 45-59 Rigorous Continuous Evolution of Uncertain Systems (Luca Geretti, Sanja Živanović Gonzalez, Pieter Collins, Davide Bresolin, Tiziano Villa)....Pages 60-75 Stochastic Local Search for Solving Floating-Point Constraints (Shaobo He, Marek Baranowski, Zvonimir Rakamarić)....Pages 76-84 Evaluating Branching Heuristics in Interval Constraint Propagation for Satisfiability (Calvin Huang, Soonho Kong, Sicun Gao, Damien Zufferey)....Pages 85-100 Approximate Probabilistic Relations for Compositional Abstractions of Stochastic Systems (Abolfazl Lavaei, Sadegh Soudjani, Majid Zamani)....Pages 101-109 Polytopic Trees for Verification of Learning-Based Controllers (Sadra Sadraddini, Shen Shen, Osbert Bastani)....Pages 110-127 Mutant Accuracy Testing for Assessing the Implementation of Numerical Algorithms (Ruining (Ray) Wu, Ian M. Mitchell)....Pages 128-144 Back Matter ....Pages 145-145