Beyond Distribution Shift: Spurious Features Through the Lens of
Training Dynamics

Beyond Distribution Shift: Spurious Features Through the Lens of Training Dynamics

18 February 2023

Rajesh Ranganath

Kayhan Batmanghelich

Papers citing "Beyond Distribution Shift: Spurious Features Through the Lens of Training Dynamics"

11 / 11 papers shown

Title
Corner Cases: How Size and Position of Objects Challenge ImageNet-Trained Models Mishal Fatima Steffen Jung M. Keuper 23 0 0 06 May 2025
Towards Utilising a Range of Neural Activations for Comprehending Representational Associations Laura O'Mahony Nikola S. Nikolov David JP O'Sullivan 23 0 0 15 Nov 2024
Impact of Label Noise on Learning Complex Features Rahul Vashisht P. Krishna Kumar Harsha Vardhan Govind H. G. Ramaswamy NoLa 21 0 0 07 Nov 2024
Bias Assessment and Data Drift Detection in Medical Image Analysis: A Survey Andrea Prenner Bernhard Kainz 24 0 0 26 Sep 2024
LADDER: Language Driven Slice Discovery and Error Rectification Shantanu Ghosh Rayan Syed Chenyu Wang Clare B. Poynton Kayhan Batmanghelich 27 1 0 31 Jul 2024
Dissecting Multimodality in VideoQA Transformer Models by Impairing Modality Fusion Isha Rawal Alexander Matyasko Shantanu Jaiswal Basura Fernando Cheston Tan 6 1 0 15 Jun 2023
A Fine-Grained Analysis on Distribution Shift Olivia Wiles Sven Gowal Florian Stimberg Sylvestre-Alvise Rebuffi Ira Ktena Krishnamurthy Dvijotham A. Cemgil OOD 215 196 0 21 Oct 2021
Which Shortcut Cues Will DNNs Choose? A Study from the Parameter-Space Perspective Luca Scimeca Seong Joon Oh Sanghyuk Chun Michael Poli Sangdoo Yun OOD 371 49 0 06 Oct 2021
Estimating Example Difficulty Using Variance of Gradients Chirag Agarwal Daniel D'souza Sara Hooker 190 103 0 26 Aug 2020
Out-of-Distribution Generalization via Risk Extrapolation (REx) David M. Krueger Ethan Caballero J. Jacobsen Amy Zhang Jonathan Binas Dinghuai Zhang Rémi Le Priol Aaron Courville OOD 215 888 0 02 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016