Authors

Miaohe Niu

Publications 2

Preprint Open access

Plan Canvas: Fixed Reasoning Regions for Continuous Language Flows

Miaohe Niu, Pengxiang Li, Jingbo Zhu et al. · 2026

Continuous language flows generate text by denoising all positions of a target canvas together. The natural way to add reasoning to such a model is to write a trace ahead of the answer, but the trace length changes from question to question. The answer start is therefore unknown during denoising, and the model has to d …

Preprint Open access

Complementary Roles of Activation and Parametric Memory in Few-Shot Learning

Miaohe Niu, Runsong Zhao, Xinyu Liu et al. · 2026

At test time, large language models (LLMs) can encode historical information in activation memory (i.e., KV caches) and parametric memory (i.e., updated parameters). While activation memory is generally considered effective for factual recall and parametric memory for learning new tasks, their interplay remains unclear …

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