diffusion models 1kernel tracing 1performance evaluation 1synthetic data generation 1system diagnostics 1
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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
TAAF: A Trace Abstraction and Analysis Framework Synergizing Knowledge Graphs and LLMs
Alireza Ezaz, Ghazal Khodabandeh, Majid Babaei +1
Execution traces are a critical source of information for understanding, debugging, and optimizing complex software systems. However, traces from OS kernels or large-scale applicat…