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

Yaniv Ovadia, Emily Fertig, Jie Ren, +6

arXiv (Cornell University)

Dataset ShiftMachine LearningEngineeringMachine Learning ToolUncertain Data +22

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

Yaniv Ovadia, Emily Fertig, Jie Ren, +6

arXiv (Cornell University)

Dataset ShiftMachine LearningEngineeringMachine Learning ToolUncertain Data +22

Exploring the Limits of Out-of-Distribution Detection

Stanislav Fort, Jie Ren, Balaji Lakshminarayanan

arXiv (Cornell University)

Few-shot LearningConvolutional Neural NetworkAnomaly DetectionMachine LearningEngineering +20

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

Jie Ren, Stanislav Fort, Jeremiah Zhe Liu, +3

arXiv (Cornell University)

Convolutional Neural NetworkEngineeringMachine LearningLocation EstimationLocalization +20

Explaining Neural Networks Semantically and Quantitatively

Runjin Chen, Hao Chen, Ge Huang, +2

Artificial IntelligenceConvolutional Neural NetworkCognitive ScienceEngineeringMachine Learning +12

Plex: Towards Reliability using Pretrained Large Model Extensions

Dustin Tran, Jeremiah Liu, Michael W. Dusenberry, +23

arXiv (Cornell University)

Artificial IntelligenceFew-shot LearningEngineeringMachine LearningSoftware Analysis +22

DrugOOD: Out-of-Distribution Dataset Curator and Benchmark for AI-Aided Drug Discovery – a Focus on Affinity Prediction Problems with Noise Annotations

Yuanfeng Ji, Lu Zhang, Jiaxiang Wu, +14

Proceedings of the AAAI Conference on Artificial Intelligence

Noise AnnotationsEngineeringMachine LearningDrug TargetHit Identification +17

Uncertainty Baselines: Benchmarks for Uncertainty & Robustness in Deep Learning

Zachary Nado, Neil Band, Mark Collier, +21

arXiv (Cornell University)

Cellular Network Radio Propagation Modeling with Deep Convolutional Neural Networks

Xin Zhang, Xiujun Shu, Bingwen Zhang, +3

arXiv (Cornell University)

Channel ModelingConvolutional Neural NetworkEngineeringMachine LearningData Science +9

Response of sediment transport capacity to soil properties and hydraulic parameters in the typical agricultural regions of the Loess Plateau

Chong Yao, Qingwei Zhang, Chenfeng Wang, +4

The Science of The Total Environment

Soil ErosionSoil PropertyEarth ScienceEngineeringCivil Engineering +5