The Value of Out-of-Distribution Data

The Value of Out-of-Distribution Data

23 August 2022

Ashwin De Silva

Carey E. Priebe

Pratik Chaudhari

Joshua T. Vogelstein

Papers citing "The Value of Out-of-Distribution Data"

10 / 10 papers shown

Title
Prospective Learning: Learning for a Dynamic Future Ashwin De Silva Rahul Ramesh Rubing Yang Siyu Yu Joshua T. Vogelstein Pratik Chaudhari AI4TS 58 0 0 31 Oct 2024
Mixture Data for Training Cannot Ensure Out-of-distribution Generalization Songming Zhang Yuxiao Luo Qizhou Wang Haoang Chi Xiaofeng Chen Bo Han Jinyan Li OODD 25 0 0 25 Dec 2023
Be Bayesian by Attachments to Catch More Uncertainty Shiyu Shen Bin Pan Tianyang Shi Tao Li Zhenwei Shi UQCV 22 0 0 19 Oct 2023
Out of Distribution Detection via Domain-Informed Gaussian Process State Space Models Alonso Marco Elias Morley Claire Tomlin 11 2 0 13 Sep 2023
Adapting Machine Learning Diagnostic Models to New Populations Using a Small Amount of Data: Results from Clinical Neuroscience Rongguang Wang G. Erus Pratik Chaudhari Christos Davatzikos OOD 29 2 0 06 Aug 2023
Read, Look or Listen? What's Needed for Solving a Multimodal Dataset Netta Madvil Yonatan Bitton Roy Schwartz 16 2 0 06 Jul 2023
Approximately optimal domain adaptation with Fisher's Linear Discriminant Hayden S. Helm Ashwin De Silva Joshua T. Vogelstein Carey E. Priebe Weiwei Yang 16 2 0 27 Feb 2023
Metadata Archaeology: Unearthing Data Subsets by Leveraging Training Dynamics Shoaib Ahmed Siddiqui Nitarshan Rajkumar Tegan Maharaj David M. Krueger Sara Hooker 30 27 0 20 Sep 2022
On the Impact of Spurious Correlation for Out-of-distribution Detection Yifei Ming Hang Yin Yixuan Li OODD 144 73 0 12 Sep 2021
New Analysis and Algorithm for Learning with Drifting Distributions M. Mohri Andrés Munoz Medina 80 123 0 19 May 2012