Junjie Nian

Fudan University

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

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Architecture Design (Transformers, SSMs, MoE) (1)Reasoning & Chain-of-Thought (1)

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Kang Chen (1)Minshen Yu (1)Yaoning Wang (1)Yixin Cao (1)

Papers (1)

Jun 22, 2026

3w ago·also Fudan, Shanghai Innovation

Does the Same Token Mean the Same State? MoE Routing as Signal for Reasoning Control

Identical token IDs in sparse MoE models can lead to different expert outputs, revealing a nuanced structure that enhances reasoning control through innovative routing techniques.

Kang Chen, Minshen Yu, Junjie Nian +2

Architecture Design (Transformers, SSMs, MoE)Reasoning & Chain-of-Thought

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Junjie Nian

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)