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cs.LG2026
Neural Dynamics-Informed Pre-trained Framework for Personalized Brain Functional Network Construction
Hongjie Jiang, Yifei Tang, Shuqiang Wang
Brain activity is intrinsically a neural dynamic process constrained by anatomical space. This leads to significant variations in spatial distribution patterns and correlation patt…
cs.LG2026
TENG-BC: Unified Time-Evolving Natural Gradient for Neural PDE Solvers with General Boundary Conditions
Hongjie Jiang, Di Luo
Accurately solving time-dependent partial differential equations (PDEs) with neural networks remains challenging due to long-time error accumulation and the difficulty of enforcing…