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Bhuvan Arora

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#artificial intelligence Preprint Sep 2026

DiSCo: A Distribution-First Steering and Cultural Prior Evaluation Framework for Measuring Cultural Preference Bias in LLMs

DiSCo is proposed, a distribution-first forced-choice evaluation framework that isolates default cultural priors and tests steerability via a four-level context gradient (C0--C3) and confirms that cultural preference bias cannot be resolved through prompt-based personalisation alone.

Bhuvan Arora, Devesh Saraogi, Sravya Varada et al. · 0 citations
Review Open access 2026

LLM-Driven Security and Resilience in 6G Mission-Critical Communication Networks

Working baseline levels of capability are provided with respect to current LLM-based solutions in 6G mission-critical and public safety contexts, and specific research directions to advance LLM-driven cybersecurity toward robust, adaptable, explainable, and life-safety-aware solutions are mapped out.

Siva Sai, Bhuvan Arora, Vineet Suri et al. · 1 citation

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