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Oral Session
Thu 1:30 Oral 5E Distribution Shift and OOD
Oral
Thu 1:30 Theoretical Analysis of Learned Database Operations under Distribution Shift through Distribution Learnability
Sepanta Zeighami · Cyrus Shahabi
Poster
Thu 2:30 Theoretical Analysis of Learned Database Operations under Distribution Shift through Distribution Learnability
Sepanta Zeighami · Cyrus Shahabi
Workshop
SWUS: Active Learning with Structure Weighted Uncertainty Score
Andrea Karlova · Brooks Paige
Poster
Thu 4:30 Model Assessment and Selection under Temporal Distribution Shift
Elise Han · Chengpiao Huang · Kaizheng Wang
Workshop
Generative Classifiers Avoid Shortcut Solutions
Alexander Li · Ananya Kumar · Deepak Pathak
Poster
Thu 2:30 Few-shot Adaptation to Distribution Shifts By Mixing Source and Target Embeddings
Yihao Xue · Ali Payani · Yu Yang · Baharan Mirzasoleiman
Workshop
Adaptive Concept Bottleneck for Foundation Models
Jihye Choi · Jayaram Raghuram · Sharon Li · Suman Banerjee · Somesh Jha
Poster
Tue 4:30 Density-Softmax: Efficient Test-time Model for Uncertainty Estimation and Robustness under Distribution Shifts
Ha Manh Bui · Anqi Liu
Poster
Tue 2:30 FedRC: Tackling Diverse Distribution Shifts Challenge in Federated Learning by Robust Clustering
Yongxin Guo · Xiaoying Tang · Tao Lin
Poster
Tue 4:30 Selective Mixup Helps with Distribution Shifts, But Not (Only) because of Mixup
Damien Teney · Jindong Wang · Ehsan Abbasnejad
Poster
Tue 2:30 Not all distributional shifts are equal: Fine-grained robust conformal inference
Jiahao Ai · Zhimei Ren