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Less training, more repairing please: revisiting automated program repair via zero-shot learning
Due to the promising future of Automated Program Repair (APR), researchers have
proposed various APR techniques, including heuristic-based, template-based, and …
proposed various APR techniques, including heuristic-based, template-based, and …
A survey of learning-based automated program repair
Automated program repair (APR) aims to fix software bugs automatically and plays a crucial
role in software development and maintenance. With the recent advances in deep learning …
role in software development and maintenance. With the recent advances in deep learning …
Large language models for test-free fault localization
Fault Localization (FL) aims to automatically localize buggy lines of code, a key first step in
many manual and automatic debugging tasks. Previous FL techniques assume the provision …
many manual and automatic debugging tasks. Previous FL techniques assume the provision …
A syntax-guided edit decoder for neural program repair
Automated Program Repair (APR) helps improve the efficiency of software development and
maintenance. Recent APR techniques use deep learning, particularly the encoder-decoder …
maintenance. Recent APR techniques use deep learning, particularly the encoder-decoder …
Evolving paradigms in automated program repair: Taxonomy, challenges, and opportunities
With the rapid development and large-scale popularity of program software, modern society
increasingly relies on software systems. However, the problems exposed by software have …
increasingly relies on software systems. However, the problems exposed by software have …
Neural program repair with execution-based backpropagation
Neural machine translation (NMT) architectures have achieved promising results for
automatic program repair. Yet, they have the limitation of generating low-quality patches (eg …
automatic program repair. Yet, they have the limitation of generating low-quality patches (eg …
A large-scale empirical review of patch correctness checking approaches
Automated Program Repair (APR) techniques have drawn wide attention from both
academia and industry. Meanwhile, one main limitation with the current state-of-the-art APR …
academia and industry. Meanwhile, one main limitation with the current state-of-the-art APR …
Gamma: Revisiting template-based automated program repair via mask prediction
Automated program repair (APR) aims to fix software bugs without manual debugging efforts
and plays a crucial role in software development and maintenance. Template-based APR …
and plays a crucial role in software development and maintenance. Template-based APR …
Selfapr: Self-supervised program repair with test execution diagnostics
Learning-based program repair has achieved good results in a recent series of papers. Yet,
we observe that the related work fails to repair some bugs because of a lack of knowledge …
we observe that the related work fails to repair some bugs because of a lack of knowledge …
On the efficiency of test suite based program repair: A systematic assessment of 16 automated repair systems for java programs
Test-based automated program repair has been a prolific field of research in software
engineering in the last decade. Many approaches have indeed been proposed, which …
engineering in the last decade. Many approaches have indeed been proposed, which …