[PDF][PDF] Scenario based testing of automated driving systems: A literature survey

D Nalic, T Mihalj, M Bäumler, M Lehmann… - FISITA web …, 2020 - researchgate.net
Market introduction of automated driving features several motivations including road safety,
driving comfort, energy efficiency and totally new transport systems. However, many …

Large language models for software engineering: Survey and open problems

A Fan, B Gokkaya, M Harman… - 2023 IEEE/ACM …, 2023 - ieeexplore.ieee.org
This paper provides a survey of the emerging area of Large Language Models (LLMs) for
Software Engineering (SE). It also sets out open research challenges for the application of …

Ai system engineering—key challenges and lessons learned

L Fischer, L Ehrlinger, V Geist, R Ramler… - Machine Learning and …, 2020 - mdpi.com
The main challenges are discussed together with the lessons learned from past and
ongoing research along the development cycle of machine learning systems. This will be …

Unsupervised translation of programming languages

B Roziere, MA Lachaux… - Advances in neural …, 2020 - proceedings.neurips.cc
A transcompiler, also known as source-to-source translator, is a system that converts source
code from a high-level programming language (such as C++ or Python) to another …

Deeptest: Automated testing of deep-neural-network-driven autonomous cars

Y Tian, K Pei, S Jana, B Ray - … of the 40th international conference on …, 2018 - dl.acm.org
Recent advances in Deep Neural Networks (DNNs) have led to the development of DNN-
driven autonomous cars that, using sensors like camera, LiDAR, etc., can drive without any …

The art, science, and engineering of fuzzing: A survey

VJM Manès, HS Han, C Han, SK Cha… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Among the many software testing techniques available today, fuzzing has remained highly
popular due to its conceptual simplicity, its low barrier to deployment, and its vast amount of …

Mutation testing advances: an analysis and survey

M Papadakis, M Kintis, J Zhang, Y Jia, Y Le Traon… - Advances in …, 2019 - Elsevier
Mutation testing realizes the idea of using artificial defects to support testing activities.
Mutation is typically used as a way to evaluate the adequacy of test suites, to guide the …

A survey on metamorphic testing

S Segura, G Fraser, AB Sanchez… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
A test oracle determines whether a test execution reveals a fault, often by comparing the
observed program output to the expected output. This is not always practical, for example …

Can large language models reason about program invariants?

K Pei, D Bieber, K Shi, C Sutton… - … Conference on Machine …, 2023 - proceedings.mlr.press
Identifying invariants is an important program analysis task with applications towards
program understanding, bug finding, vulnerability analysis, and formal verification. Existing …

Deductive software verification-the key book

W Ahrendt, B Beckert, R Bubel, R Hähnle… - Lecture notes in …, 2016 - Springer
• There are IDEs for KeY, including an Eclipse extension, that make it easy to keep track of
proof obligations in larger projects [Hentschel et al., 2014c].• A stripped down version of …