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Zhaoyi Sun

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InferOpt: Constrained Multi-Objective Search for LLM Inference Configurations

Qi Chen, Yingying Cheng, Zhaoyi Sun وآخرون · 2026

Serving an LLM means setting dozens of inference-time knobs, from per-layer KV retention to per-layer expert counts. Practice sets them with mechanism-specific heuristics that return a single operating point and do not scale to layer-wise search spaces. We recast inference configuration as constrained multi-objective b …

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