LogAn: An LLM-Based Log Analytics Tool with Causal Inferencing
Published in Proceedings of the 25th ACM/SPEC International Conference on Performance Engineering (ICPE 2025), 2025
LogAn is an LLM-driven log analytics tool that uses causal inference to explain production incidents from raw log streams. It combines structured log representations with causal reasoning to surface likely root causes and accelerate triage in large-scale cloud systems.
Recommended citation: Gupta, P., Bhukar, K., Kumar, H., Nagar, S., Mohapatra, P., Kar, D. (2025). "LogAn: An LLM-Based Log Analytics Tool with Causal Inferencing." Proceedings of the 25th ACM/SPEC International Conference on Performance Engineering (ICPE). DOI: 10.1145/3680256.3721246.
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