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Updated: Sep 15, 2025

Inherent Dynamics Visualizer, an Interactive Application for Evaluating and Visualizing Outputs from a Gene Regulatory Network Inference Pipeline
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Inherent Dynamics Visualizer, an Interactive Application for Evaluating and Visualizing Outputs from a Gene Regulatory Network Inference Pipeline

Published on: December 7, 2021

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KKANs:库尔科瓦-科尔莫戈罗夫-阿诺德网络及其学习动态

Juan Diego Toscano1, Li-Lian Wang2, George Em Karniadakis1

  • 1Division of Applied Mathematics, Brown University, Providence, 02912, RI, USA.

Neural networks : the official journal of the International Neural Network Society
|July 15, 2025
PubMed
概括

与MLP和KAN相比,新的库尔科瓦-科尔莫戈罗夫-阿诺德网络 (KKAN) 提供了优越的函数近似和操作者学习. 它还在物理知情机器学习 (PIML) 中表现出强的表现,并具有用于改进概括的新注意力机制.

关键词:
信息瓶理论 信息瓶理论科尔摩戈罗夫-阿诺尔德网络是科尔莫戈罗夫-阿诺德表示定理优化算法的优化算法基于物理学的神经网络.自适应式权重可以自适应.

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