3 papers
cs.CL2026
Plan Canvas: Fixed Reasoning Regions for Continuous Language Flows
Miaohe Niu, Pengxiang Li, Jingbo Zhu +1
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 an…
cs.CL2026
Complementary Roles of Activation and Parametric Memory in Few-Shot Learning
Miaohe Niu, Runsong Zhao, Xinyu Liu +5
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 activati…
cs.CL2026
StateRAG: Typed State Contracts for Complex Retrieval-Augmented Generation
Miaohe Niu, Pengxiang Li, Jingbo Zhu +1
Complex retrieval-augmented generation requires evidence retrieval and control over what to retrieve next, which paths to explore, whether evidence is sufficient, and which interme…