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Author

Krishna Kumar Tiwari

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Conference Jul 2026

An Intelligent Intrusion Detection Framework for Cyber Security in Hybrid Network Environments

In the era of contemporary data traffic routing, the concept of Intrusion Detection Systems (IDS) is substantially utilized. However, the efficacy of IDS is often decreased because of the reality that high-concentration traffic postfixes, sophisticated cyber criminals, and more and more stringent demands are tending to...

Krishna Kumar Tiwari · 0 citations
Open access Jul 2026

Design of Resource-Efficient AI Models through Parameter Reduction and Accuracy-Aware Compression

The proposed hybrid pipeline includes structured pruning, INT8 quantization and task-specific knowledge distillation, which is benchmarked against standalone methods and reinforces the idea of upper bound projection based approach for accuracy-oriented, multi-level compression.

Krishna Kumar Tiwari, Komal Tahiliani, Uma Shankar Birthare et al. · 0 citations

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