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Lucas Vinh Tran

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Book Open access Aug 2026

Geometric Space, Architecture and Learning Objective for Large Pre-Trained Models

The Geometric Space, Architecture and Learning Objective for Large Pre-Trained Models (GALOP) workshop is an accepted half-day KDD 2026 workshop that examines how geometric principles can make large pretrained models more expressive, robust, interpretable, and efficient.

Meng-Lin Yang, Jia-Hong Liu, Lucas Vinh Tran et al. · 1 citation
Book Open access Aug 2026

Geometric Space, Architecture and Learning Objective for Large Pre-Trained Models

Large pretrained models have reshaped artificial intelligence, yet their Euclidean design assumptions often limit their ability to model hierarchy, curvature, symmetry, and heterogeneous relations in real-world data. The Geometric Space, Architecture and Learning Objective for Large Pre-Trained Models (GALOP) workshop...

Menglin Yang, Jiahong Liu, Lucas Vinh Tran et al. · 0 citations

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