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cs.LG2025
From Condensation to Rank Collapse: A Two-Stage Analysis of Transformer Training Dynamics
Zheng-An Chen, Tao Luo
Although transformer-based models have shown exceptional empirical performance, the fundamental principles governing their training dynamics are inadequately characterized beyond c…
math.NA2025
Semi-Discrete in Time Method for Time-Dependent Equations by Random Neural Basis
Guihong Wang, Zheng-An Chen, Tao Luo
Neural network-based solvers for partial differential equations (PDEs) have attracted considerable attention, yet they often face challenges in accuracy and computational efficienc…