Code Debugging

Code debugging, the process of identifying and correcting errors in computer programs, is a critical yet challenging aspect of software development. Current research focuses on leveraging large language models (LLMs) and novel algorithms like best-first tree search and orthogonal gradient descent to automate debugging tasks, including bug localization, identification, and repair, often incorporating runtime execution analysis and interactive debugging interfaces. These advancements aim to improve code quality, enhance developer productivity, and address the increasing complexity of modern software systems, particularly those involving AI components like neural networks and automated machine learning pipelines.