Author

Jade Zou

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#natural language process... Preprint Sep 2026

DeepSeek-V4.1-Flash: Pushing the Limits of KV Cache Compression

The widespread adoption of long-horizon agents has made model workloads increasingly input-heavy. Although prior work has substantially reduced the cost of long-context computation, prefill remains computationally expensive, and large KV caches continue to strain HBM and SSD capacity and data-transfer bandwidth. Togeth...

De Xu, B. Li, Bang Lin et al. · 35 citations

#machine learning Preprint Sep 2026

HyperTransfer: Understanding the Equivalence between Base Optimizer and Hyperball

HyperTransfer is proposed, which constructs a Hyperball optimizer that reproduces the dynamics of a target Base Optimizer using only its initialization and learning-rate schedule, without running the target optimizer itself, to extend the framework to non-scale-invariant networks.

Jinghui Yuan, Hong-Tao Zhang, Jade Zou et al. · 0 citations