Author

K. Shivanna

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Open access Sep 2026

Malware Classification Using Dynamic Cluster Adaptive Aggregation Graph Neural Network with Prototypical Loss Function

Abstract Malware classification is the process of categorizing malicious software into specific families based on its structural and behavioral features. However, malware classification remains challenging due to high code similarity across different families, leading to suboptimal performance. To address this issue, t...

D. R. Janardhana, J. Rathod, K. Shivanna et al. · Cybernetics and Information... · 0 citations

Open access Aug 2026

A Context-Aware and Target-Adaptive Multilingual Framework for Hate Speech Detection in Code-Switched Social Media Text

A Context-Aware and Target-Adaptive Multilingual Hate Speech Detection model that combines multilingual transformer-based embeddings with a context-aware attention mechanism to capture semantic dependencies in text and reduces false positives is introduced.

K. Shruthi, K. Shivanna · Engineering, Technology &amp... · 0 citations