Service-Induced Congestion in Memory-Constrained LLM Serving

arXiv:2606.15555 · math.OC, cs.AI, cs.LG, stat.ML · Submitted 2026-06-14 · Read on arXiv

math.OC, cs.AI, cs.LG, stat.ML

Submitted: 2026-06-14

Updated: 2026-10-19

Comments: 100 pages. v2: adds GPU experiments with benchmark workloads (Appendix D.4) and revises the figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Continuous Batching — 1× in this paper · explained in 2 episodes
• Fixed Point — 1× in this paper · explained in 2 episodes
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Limit Cycles — 1× in this paper · explained in 2 episodes

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