FPGA HLS today: successes, challenges, and opportunities

J Cong, J Lau, G Liu, S Neuendorffer, P Pan… - ACM Transactions on …, 2022 - dl.acm.org
The year 2011 marked an important transition for FPGA high-level synthesis (HLS), as it
went from prototy** to deployment. A decade later, in this article, we assess the progress …

Automated program repair in the era of large pre-trained language models

CS **a, Y Wei, L Zhang - 2023 IEEE/ACM 45th International …, 2023 - ieeexplore.ieee.org
Automated Program Repair (APR) aims to help developers automatically patch software
bugs. However, current state-of-the-art traditional and learning-based APR techniques face …

Graph neural networks: foundation, frontiers and applications

L Wu, P Cui, J Pei, L Zhao, X Guo - … of the 28th ACM SIGKDD conference …, 2022 - dl.acm.org
The field of graph neural networks (GNNs) has seen rapid and incredible strides over the
recent years. Graph neural networks, also known as deep learning on graphs, graph …

Source code analysis: A road map

D Binkley - Future of Software Engineering (FOSE'07), 2007 - ieeexplore.ieee.org
The automated and semi-automated analysis of source code has remained a topic of
intense research for more than thirty years. During this period, algorithms and techniques for …

No more manual tests? evaluating and improving chatgpt for unit test generation

Z Yuan, Y Lou, M Liu, S Ding, K Wang, Y Chen… - arxiv preprint arxiv …, 2023 - arxiv.org
Unit testing is essential in detecting bugs in functionally-discrete program units. Manually
writing high-quality unit tests is time-consuming and laborious. Although traditional …

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 …

Toga: A neural method for test oracle generation

E Dinella, G Ryan, T Mytkowicz, SK Lahiri - Proceedings of the 44th …, 2022 - dl.acm.org
Testing is widely recognized as an important stage of the software development lifecycle.
Effective software testing can provide benefits such as bug finding, preventing regressions …

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 …

The oracle problem in software testing: A survey

ET Barr, M Harman, P McMinn… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
Testing involves examining the behaviour of a system in order to discover potential faults.
Given an input for a system, the challenge of distinguishing the corresponding desired …

[KNYGA][B] Deductive software verification-the key book

W Ahrendt, B Beckert, R Bubel, R Hähnle, PH Schmitt… - 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 …