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Rap-gen: Retrieval-augmented patch generation with codet5 for automatic program repair
Automatic program repair (APR) is crucial to reduce manual debugging efforts for
developers and improve software reliability. While conventional search-based techniques …
developers and improve software reliability. While conventional search-based techniques …
Dear: A novel deep learning-based approach for automated program repair
The existing deep learning (DL)-based automated program repair (APR) models are limited
in fixing general software defects. We present DEAR, a DL-based approach that supports …
in fixing general software defects. We present DEAR, a DL-based approach that supports …
Deep code search
To implement a program functionality, developers can reuse previously written code
snippets by searching through a large-scale codebase. Over the years, many code search …
snippets by searching through a large-scale codebase. Over the years, many code search …
A new era in software security: Towards self-healing software via large language models and formal verification
This paper introduces an innovative approach that combines Large Language Models
(LLMs) with Formal Verification strategies for automatic software vulnerability repair. Initially …
(LLMs) with Formal Verification strategies for automatic software vulnerability repair. Initially …
TBar: Revisiting template-based automated program repair
We revisit the performance of template-based APR to build comprehensive knowledge
about the effectiveness of fix patterns, and to highlight the importance of complementary …
about the effectiveness of fix patterns, and to highlight the importance of complementary …