Tag: Universal Approximation

All the papers with the tag "Universal Approximation".

• Advancing Constrained Monotonic Neural Networks: Achieving Universal Approximation Beyond Bounded Activations

  grok-3-latest

  Score: 0.57

  Published:2025年5月5日 at  at 10:18

  #Neural Networks, #Monotonic Constraints, #Universal Approximation, #Activation Functions, #Optimization Stability

  本文通过证明交替饱和激活函数和非正权重约束的通用逼近能力，并提出激活开关参数化方法，突破了单调神经网络对有界激活函数的依赖，同时提升了优化稳定性和性能。