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Author

Nithya Krishnan

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Conference Jul 2026

An Imbalance-Resilient Deep Classification Framework for Reliable Analytics in Real-World Data Streams

Data streams in the real world often display severe class imbalance, with a critical under-representation of minority-class instances, resulting in biased and unreliable classification results from conventional deep learning frameworks. We introduce a new Imbalance-Resilient Deep Classification Framework that is define...

Soma Sekhar Gaddipati, T. Lakshmi, Nithya Krishnan et al. · 0 citations
Conference Jul 2026

Operationalizing Large Language Models for Automated Software Requirement Interpretation and Change Impact Analysis

In fast-evolving software systems, effective 'natural language requirements parsing' and downstream change effect analysis capability across a multitude of codes represents low-hanging-fruit in this regard. We present a structured framework to deploy Large Language Models (LLMs) for automating two essential software en...

Nithya Krishnan, Kumaran Ramanujam, Suresh Babu Narra et al. · 0 citations

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