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Showing papers from Umea University Show all papers

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NeurIPS 2026UmeaTechnical University of MunichTechnische Universität MünchenUmeåPruning & sparsity

Constrained Factorization with Diagonal Scaling: Rank-Revealing Training and Pruning

Yikun Hou, Emrullah Akbas, Suvrit Sra, Alp Yurtsever

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang TechnologicalUmeaKTH Royal Institute of TechnologTest-time compute

State of Thought Enables Endogenous Reasoning

SoT enables endogenous LLM reasoning via internal dynamics-geometric states and a lightweight controller, improving accuracy by up to 2.51x while reducing tokens by 62.6% and latency by 44.6% versus external reasoning methods.

Zhiren Gong, Yikun Hou, Zihao Zeng, Ming Xiao and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 2/5