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Kiran Siripuri

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Open access Oct 2026

Explainable quantum inspired LSTM model for water quality classification in fishponds

Water quality monitoring is a crucial aspect of aquaculture, contributing significantly to the health, productivity, and sustainable management of aquatic environments. It is important to monitor key parameters like pH, dissolved oxygen, turbidity and temperature levels continuously to ensure optimal water conditions...

P. Arepalli, Chin-Shiuh Shieh, Satyanarayana Sanakkayala et al. · 0 citations
Conference Jul 2026

Multimodal Context-Enriched Visual Representation Learning for Enhanced Vision–Language Image Captioning

Image captioning models can produce rapid Sentences, without visual relationships, or insert non-existing plausible objects. A common cause is to compress image evidence into visual symbols that carry a weak neighbourhood context. The multimodal context-enhanced visual representation learning framework (MCVRL) addresse...

E. Divya, Johnson Kolluri, Kiran Siripuri · 0 citations
Open access Jul 2026

FET-FIDS: a federated enhanced transformer-based framework for privacy-preserving network intrusion detection.

It is demonstrated that the proposed method is more effective, in terms of the detection, stability, and convergence behavior, than the existing centralized and federated IDS models, and can effectively deal with non-IID data distribution and the extensibility of the approach to different types of distributed network e...

Jothi Prabha Appadurai, Revoori Swetha, V. Srinivas et al. · 1 citation
Conference Jul 2026

Hybrid Quantum–Classical Framework for Quantum Complexity

This paper examines quantum algorithms and their computational complexity through a unified framework combining mathematical modeling, system architecture, and empirical evaluation. Key complexity measures circuit depth, gate count, and query complexity are analyzed under NISQ constraints. A hybrid quantum classical op...

Kiran Siripuri, Shashank Thota, Prasanna Mandala · 0 citations

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