15 citations · 15 across the 1 of their papers we have counts for
2 papers
cs.LG2026★ 15 cited
Deep Network Approximation: Beyond ReLU to Diverse Activation Functions
Shijun Zhang, Jianfeng Lu, Hongkai Zhao
This paper explores the expressive power of deep neural networks for a diverse range of activation functions. An activation function set is defined to encompass the m…
stat.CO2025
Accelerate Langevin Sampling with Birth-Death Process and Exploration Component
Lezhi Tan, Jianfeng Lu
Sampling a probability distribution with known likelihood is a fundamental task in computational science and engineering. Aiming at multimodality, we propose a new sampling method…