Most fraud detection systems are developed for a single domain at a time: a bank uses one model for credit card fraud, an insurer uses another for claims, and each requires its own large labelled dataset while offering no explanation for its decisions. This paper tests whether a single lightweight language model can in...
Kondapaka Arun, Mursubai Sandhya Rani, K. Shailaja et al.· International Conference Com...· 0 citations
Electronic health records (EHRs) have created large volumes of clinical data that require automated and accurate summarization that patients can understand. Current large language models (LLMs) are prone to hallucination and show limited task specialization and inadequate clinical grounding. MERGE-Med is a hybrid multi...
D. S. Tejaswi, P. R. Reddy, K. Shailaja et al.· Conference Proceedings in Sc...· 0 citations
The development of the Industrial Internet of Things (IIoT) results in colossal amounts of vulnerable operational data that needs to be exchanged safely in distributed logistics networks. Centralized cloud architectures introduce latency, scalability, and privacy bottlenecks. This paper proposes a decentralized hierarc...
C. Naveen, J. Kumar, K. Shailaja et al.· International Conference Com...· 0 citations
Software-Defined Networking (SDN) centralizes network control in a software controller, making it a high-value target for Distributed Denial-of-Service (DDoS) attacks. Existing machine learning defences are predominantly trained offline and require costly retraining to remain effective under evolving traffic patterns a...
Sodadasu Dharma Raj, N. Goud, K. Shailaja et al.· International Conference Com...· 0 citations
Accurate dew point temperature predictions are vital for weather forecasting, agriculture, energy management and environmental monitoring, especially in climate sensitive areas. The traditional statistical method and shallow learning method have some difficulties in the modeling of complicated nonlinear temporal correl...
Arrolla Upendar, D. R. Kumar, K. Shailaja et al.· 2026 6th International Confe...· 0 citations
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