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STEPQuant: When and Where Errors Matter in Delta-Rule Recurrent State Quantization

STEPQuant spatially and temporally quantizes delta-rule recurrent states to 6-bit with near-FP32 accuracy, cutting serving memory by up to 68.7%.

Bingchen Yao, Haobo Xu, Haokun Lin, Yichen Wu and 5 more

Published Sep 29, 2026 · 0 citations · ▲ 21 on Hugging Face · Code ★ 83

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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 10/10
strict 1/5