Author

Jiaming Cheng

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Preprint Aug 2026

QC-CCG: Quantum-Classical Algorithm for Two-stage Adaptive Robust Optimization

A hybrid quantum-classical column-and-constraint generation (QCCG) framework for solving two-stage adaptive robust optimization problems with binary first-stage decisions and linear recourse under polyhedral uncertainty and introduces a bound-adjustment mechanism that yields valid lower and upper bounds and provides a...

Duong The Do, Jiaming Cheng, Duong Tung Nguyen · 0 citations

Jul 2026

Robust KV Cache Management for LLM Serving under Output Token Length Uncertainty

This work presents a robust KV cache management framework for LLM serving that jointly optimizes GPU parallelism configuration, KV cache reservation per request class, request routing across heterogeneous serving groups, and prefix caching for shared prompts that incorporates latency SLO constraints and captures the in...

Jiaming Cheng, Duong The Do, D. Nguyen · arXiv.org · 1 citation · ⚡1