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Inference-Native Zeroth-Order Optimization

Published • Sep 1, 2026
Authors:
Zelin Li
,
Caiwen Ding

Abstract

Zeroth-order (ZO) optimization removes backpropagation, but conventional implementations still create candidate states by mutating model weights and materialize updates through the full parameter state. We introduce Inference-Native ZO, which exposes ZO's query semantics and lowers candidate-state e...

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