Author

Rui-Wu Niu

h-index 1 View on Semantic Scholar

We have 3 of 6 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Sep 2026

Network imitation sustains misinformation despite a corrective factual field

Social influence can preserve errors that individuals would correct on their own. We study this possibility by representing opinions as directions in a semantic space. The formulation connects established models of personal preference, social agreement, and external influence. A common factual signal pulls every opinio...

Rui-Wu Niu · 0 citations

#machine learning Preprint Aug 2026

Reciprocity Separates Gradient Flow from Rotation in Conservative Physical Learning

Physical learning lets a trainable material or network use its own physical response to carry error signals, reducing the need for a separately programmed backward computation. We ask what determines whether such a system follows conventional gradient descent or evolves along a genuinely different learning trajectory....

Rui-Wu Niu, Xiao-Wen Bi, M. V. van Wyk · 1 citation

Jul 2026

Reliability-Contagion Feasibility in LLM Multi-Agent Networks

This work forms a correction-aware network model that tracks susceptible, exposed, infectious, and corrected agents and derive its early-invasion condition for heterogeneous communication networks, and couple this propagation model to an analytic majority-vote benchmark in which a clean-task reliability target imposes...

Rui-Wu Niu, Xincheng Shu, Ying Zhao · arXiv.org · 0 citations