Author

Raja Muthalagu

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Preprint Oct 2026

A Contrastive Learning Framework for Label-Efficient Gastric Cancer Detection and Intra-Tumour Progression Analysis

Gastric Cancer is among the leading causes of cancer-related mortality worldwide. The complexity and variability of histopathological images pose significant challenges for both pathologists and computer-based diagnostics, creating a growing need for machine learning approaches capable of capturing meaningful represent...

Aleakhya Pandeti, P. Pawar, Mithun Mukherjee et al. · 0 citations

#machine learning Preprint Oct 2026

AIRO: A Streaming-Based Machine Learning Framework for Threat Detection and Security in Industrial Internet of Things

This paper presents AIRO (Autonomous Intelligence-Driven Cybersecurity Risk Re- duction System), an efficient framework for IIoT monitoring and response that combines Apache Kafka streaming, attack- specific feature extraction, machine learning (ML) inference, confidence-based decision logic and risk reduction measures...

Raima Deb, P. Pawar, Mithun Mukherjee et al. · 0 citations