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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Sanju Tiwari

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Review Open access Jul 2026

Hallucinations in LLMs: a lifecycle-based survey of causes, detection, mitigation, and prevention

The lifecycle of hallucination in LLMs is a concept that enables building solid frameworks on the control and reliability of LLMs in high-stakes environments, including health, legal, and scientific research. Although previous surveys have primarily focused on detection or mitigation, this survey provides a lifecycle-b...

Naveen Lamba, Sanju Tiwari, Manas Gaur · 0 citations
Open access Aug 2026

Layer-wise symbolic attention instability as a diagnostic signal for hallucination in large language models

A unified symbolic, behavioral, and mechanistic framework that connects symbolic triggers with internal failure dynamics in transformer architectures and provides an interpretable basis for diagnosing and stabilizing symbolic reasoning in LLMs is introduced.

Naveen Lamba, Sanju Tiwari, Manas Gaur · 0 citations

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