MoEless: Efficient MoE LLM Serving with Serverless Experts

arXiv:2603.06350 · cs.DC, cs.AI, cs.LG · Submitted 2026-03-06 · Read on arXiv

cs.DC, cs.AI, cs.LG

Submitted: 2026-03-06

Updated: 2026-09-30

Terminology

• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Mixture-of-Experts (MoE) — 1× in this paper · explained in 7 episodes

Related papers

• iScheduler: Reinforcement Learning-Driven Continual Optimization for Large-Scale Resource Investment Problems
• SAMM: Sharded Automated Market Maker
• InferScale: GPU-Native KV Injection for Personalized LLM Serving
• Vigil: Accountable Liveness against Selective Silence
• Steelhead: Interleaving Partially Synchronous and Asynchronous Commit Rules on a Shared DAG
• Pushing CPU Speech Synthesis to the Wall: Extreme Inference Tuning under Serverless Architecture and Billing