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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Someshwaran Murugaiyan

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Preprint Aug 2026

Unveiling the Depth-Performance Dilemma in Split-Federated Fine-tuning of LLMs

This work identifies and characterize the Depth-Performance Dilemma: the regime that maximizes system efficiency is precisely where fine-tuning quality collapses, and challenges the prevailing assumption that partition depth is a utility-neutral tuning knob and provide a structural foundation for stable distributed LLM...

Hariharan Ramesh, S. Murugaiyan, Jyotikrishna Dass · 0 citations

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