| 1 |
Identifying Challenges for Generalizing to the Pearl Causal Hierarchy on Images |
Matej Zečević, Moritz Willig, Devendra Singh Dhami, Kristian Kersting |
| 2 |
ASPEST: Bridging the Gap Between Active Learning and Selective Prediction |
Jiefeng Chen, Jinsung Yoon, Sayna Ebrahimi, Sercan O Arik, Somesh Jha, Tomas Pfister |
| 3 |
Model Ratatouille: Recycling Diverse Models for Out-of-Distribution Generalization |
Alexandre Rame, Kartik Ahuja, Jianyu Zhang, Matthieu Cord, Leon Bottou, David Lopez-Paz |
| 4 |
Online Continual Learning for Progressive Distribution Shift (OCL-PDS): A Practitioner's Perspective |
Runtian Zhai, Stefan Schroedl, Aram Galstyan, Anoop Kumar, Greg Ver Steeg, Pradeep Natarajan |
| 5 |
Understanding and Improving Feature Learning for Out-of-Distribution Generalization |
Yongqiang Chen, Wei Huang, Kaiwen Zhou, Yatao Bian, Bo Han, James Cheng |
| 9 |
Rethinking Invariant Graph Representation Learning without Environment Partitions |
Yongqiang Chen, Yatao Bian, Kaiwen Zhou, Binghui Xie, Bo Han, James Cheng |
| 10 |
Variational Pseudo Labeling for Test Time Domain Generalization |
Sameer Ambekar, Zehao Xiao, Jiayi Shen, Xiantong Zhen, Cees G. M. Snoek |
| 11 |
Object Detection with OOD Generalizable Neural Architecture Search |
Fan Wu, Kaican Li, Jinling Gao, Chensheng Peng, Lanqing HONG, Enze Xie, Zhenguo Li, Nanyang Ye |
| 13 |
Adversarially Self-Supervised Pre-training Improves Accuracy and Robustness |
Sylvestre-Alvise Rebuffi, Olivia Wiles, Evan Shelhamer, Sven Gowal |
| 14 |
Implicit Stylization for Domain Adaptation |
Jinman Park, Francois Barnard, Saad Hossain, Sirisha Rambhatla |
| 17 |
Fully Neural-Based Out-of-Distribution Detection for Temporal Point Processes |
Rafael Lima, Chris Solomou |
| 21 |
Signal Is Harder To Learn Than Bias: Debiasing with Focal Loss |
Moritz Vandenhirtz, Laura Manduchi, Ričards Marcinkevičs, Julia E Vogt |
| 22 |
Back Translation Variational Autoencoders for OOD generation |
Frantzeska Lavda, Alexandros Kalousis |
| 28 |
Imbalanced Domain Generalization for Robust Single Cell Classification in Hematological Cytomorphology |
Rao Muhammad Umer, Armin Gruber, Ali Boushehri, Christian Matek, Carsten Marr |
| 30 |
Masked Audio Text Encoders are Effective Few-shot Rescorers |
Jinglun Cai, Monica Sunkara, Xilai Li, Anshu Bhatia, Xiao Pan, Sravan Bodapati |
| 31 |
On Pitfalls of Test-Time Adaptation |
Hao Zhao, Yuejiang Liu, Alexandre Alahi, Tao Lin |
| 34 |
A Simple Test-time Adaptation Method for Source-free Domain Generalization |
Vaasudev Narayanan, Sai Srinivas Kancheti, Sriranjani Ramakrishnan, Vineeth N. Balasubramanian |
| 35 |
Necessary and Sufficient Hypothesis of Curvature: Understanding Connection Between Out-of-Distribution Generalization and Calibration |
Hiroki Naganuma, Masanari Kimura |
