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cs.SE2026
TraceSynth: Generating Production-Quality Kernel Traces with Constraint-Guided Diffusion Models
Yuvraj Sehgal, Sneh Patel, Mahsa Panahandeh +2
Machine learning models for system diagnostics rely on kernel execution traces to capture fine-grained system behavior, but collecting production traces in industrial systems is co…
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…