Zhihua Liang

INFN, Sezione di Cagliari, I-09042 Monserrato (CA), Italy

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Publication activitypapers/week, last 8 weeks

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Architecture Design (Transformers, SSMs, MoE) (1)Natural Language Processing (1)Scaling Laws & Emergent Abilities (1)

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Jul 19, 2026

INFNJul 19, 2026

The Geometry of Semantic Space: A Continuous Geometric Framework for the Transformer Architecture

Analyzing Transformers through continuous stochastic differential geometry reveals surprising predictive insights into their stability limits and optimization dynamics.

Zhihua Liang

Architecture Design (Transformers, SSMs, MoE)Natural Language Processing Scaling Laws & Emergent Abilities

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Zhihua Liang

Publication activitypapers/week, last 8 weeks

Research focus

Papers (1)