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Author

Panthadeep Bhattacharjee

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Sep 2026

A Hybrid Machine Learning based Approach for Adaptive Routing in Vehicular Ad-Hoc Networks

Vehicular Ad-Hoc Networks (VANETs) are the foundation of communication for the smart transportation of the future, but their efficiency is frequently hindered by the rapid change of topology and high mobility. An intriguing dilemma is that an effective routing process is affected by both fleeting topological transition...

P. Kiran, Prangya Priyadarshini, Panthadeep Bhattacharjee et al. · 0 citations
Book Open access Jul 2026

Speak Beyond English: Multilingual Prompts Improve Query Classification in Small Language Models

This paper tests whether prompting the same (frozen) SLM in three typologically diverse languages and aggregating the outputs can improve classification without retraining or translation, and suggests that cross-lingual diversity rather than surface-level input variation drives the gain.

Pratyay Banerjee, Panthadeep Bhattacharjee, Angshuman Jana · 0 citations

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