1 code implementation • 7 Apr 2024 • Saeyoon Oh, Shin Yoo
When applying the Transformer architecture to source code, designing a good self-attention mechanism is critical as it affects how node relationship is extracted from the Abstract Syntax Trees (ASTs) of the source code.
no code implementations • 15 Nov 2023 • Juyeon Yoon, Robert Feldt, Shin Yoo
On average, DroidAgent achieved 61% activity coverage, compared to 51% for current state-of-the-art GUI testing techniques.
no code implementations • 31 Jul 2020 • William B. Langdon, Westley Weimer, Justyna Petke, Erik Fredericks, Seongmin Lee, Emily Winter, Michail Basios, Myra B. Cohen, Aymeric Blot, Markus Wagner, Bobby R. Bruce, Shin Yoo, Simos Gerasimou, Oliver Krauss, Yu Huang, Michael Gerten
Following Prof. Mark Harman of Facebook's keynote and formal presentations (which are recorded in the proceedings) there was a wide ranging discussion at the eighth international Genetic Improvement workshop, GI-2020 @ ICSE (held as part of the 42nd ACM/IEEE International Conference on Software Engineering on Friday 3rd July 2020).
no code implementations • 29 May 2020 • Jinhan Kim, Jeongil Ju, Robert Feldt, Shin Yoo
The development process in use consists of multiple iterations of data collection, labelling, training, and evaluation.
no code implementations • 19 May 2020 • Sungmin Kang, Robert Feldt, Shin Yoo
The testing of Deep Neural Networks (DNNs) has become increasingly important as DNNs are widely adopted by safety critical systems.
1 code implementation • 28 Dec 2019 • Jeongju Sohn, Sungmin Kang, Shin Yoo
The rapid and widespread adoption of Deep Neural Networks (DNNs) has called for ways to test their behaviour, and many testing approaches have successfully revealed misbehaviour of DNNs.
5 code implementations • 25 Aug 2018 • Jinhan Kim, Robert Feldt, Shin Yoo
Recently, a number of coverage criteria based on neuron activation values have been proposed.