Author

Vikram Sharma Mailthody

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Preprint Sep 2026

Fast Recovery for LLM Serving via Decoupled Device Memory Lifetime in Dynamo

This work argues that the dominant cost is loss of ready serving capacity, not request progress, so recovery should preserve initialized engine state rather than reconstruct it, and presents fast recovery for Dynamo based on this principle.

Schwinn Saereesitthipitak, Mohammed H. Abdulwahhab, Hannah Zhang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Rethinking Heterogeneous System Disaggregation for Subquadratic Attention

SQD (SubQuadratic Disaggregation), a fine-grained heterogeneous disaggregation scheme that splits decode by quadratic and subquadratic attention rather than by operator type, and that applies across subquadratic attention variants is introduced.

Arya Tschand, Yao-Sheng Fu, Vikram Sharma Mailthody et al. · 0 citations