diffusion models 1kernel tracing 1performance evaluation 1synthetic data generation 1system diagnostics 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.SE2026
TraceSynth: Generating Production-Quality Kernel Traces with Constraint-Guided Diffusion Models
Yuvraj Sehgal, Sneh Patel, Mahsa Panahandeh +2
TraceSynth is a diffusion-based system that creates synthetic kernel execution traces, using a transformer model and constraint-guided repair, to augment limited real trace data fo…
cs.SE2026
Similar Pattern Annotation via Retrieval Knowledge for LLM-Based Test Code Fault Localization
Golnaz Gharachorlu, Mahsa Panahandeh, Lionel C. Briand +2
Software failures remain a major challenge in modern software development, and identifying the code elements responsible for failures is a time-consuming debugging task. While exte…