Xin Xing

Neural Gaussian Mirror for Controlled Feature Selection in Neural Networks

2020 · arXiv (Cornell University)

Deep neural networks (DNNs) have become increasingly popular and achieved outstanding performance in predictive tasks. However, the DNN framework itself cannot inform the user which features are more or less relevant for making the prediction, …

Vision-Language Pseudo-Labels for Single-Positive Multi-Label Learning

2023 · arXiv (Cornell University)

This paper presents a novel approach to Single-Positive Multi-label Learning. In general multi-label learning, a model learns to predict multiple labels or categories for a single input image. This is in contrast with standard multi-class …