3 papers
cs.CV2025
KAN or MLP? Point Cloud Shows the Way Forward
Yan Shi, Qingdong He, Yijun Liu +2
Multi-Layer Perceptrons (MLPs) have become one of the fundamental architectural component in point cloud analysis due to its effective feature learning mechanism. However, when pro…
cs.CV2024
Typicalness-Aware Learning for Failure Detection
Yijun Liu, Jiequan Cui, Zhuotao Tian +4
Deep neural networks (DNNs) often suffer from the overconfidence issue, where incorrect predictions are made with high confidence scores, hindering the applications in critical sys…
math.NA2024
Deep Neural Networks with Symplectic Preservation Properties
Qing He, Wei Cai
We propose a deep neural network architecture designed such that its output forms an invertible symplectomorphism of the input. This design draws an analogy to the real-valued non-…