Jie Ren

Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift

Yaniv Ovadia, Emily Fertig, Jie Ren et al. · arXiv (Cornell University) · 2019 · 648 citations · Full text

Dataset Shift, Machine Learning, Engineering +24

Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift

Yaniv Ovadia, Emily Fertig, Jie Ren et al. · arXiv (Cornell University) · 2019 · 367 citations · Full text

Dataset Shift, Machine Learning, Engineering +24

Exploring the Limits of Out-of-Distribution Detection

Stanislav Fort, Jie Ren, Balaji Lakshminarayanan · arXiv (Cornell University) · 2021 · 107 citations · Full text

Few-shot Learning, Convolutional Neural Network, Anomaly Detection +22

A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection

Jie Ren, Stanislav Fort, Jeremiah Zhe Liu et al. · arXiv (Cornell University) · 2021 · 71 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +22

Explaining Neural Networks Semantically and Quantitatively

Runjin Chen, Hao Chen, Ge Huang et al. · 2019 · 53 citations

Artificial Intelligence, Convolutional Neural Network, Cognitive Science +14