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cs.LG2026
LogSyn: A Few-Shot LLM Framework for Structured Insight Extraction from Unstructured General Aviation Maintenance Logs
Devansh Agarwal, Maitreyi Chatterjee, Biplab Chatterjee
Aircraft maintenance logs hold valuable safety data but remain underused due to their unstructured text format. This paper introduces LogSyn, a framework that uses Large Language M…
cs.LG2025
Reinforcement Learning for Self-Healing Material Systems
Maitreyi Chatterjee, Devansh Agarwal, Biplab Chatterjee
The transition to autonomous material systems necessitates adaptive control methodologies to maximize structural longevity. This study frames the self-healing process as a Reinforc…