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domain generalization

1522 papers

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DG

Co-occurring keywords

domain adaptation (4595) transfer learning (5449) distribution shift (722) representation learning (6206) out-of-distribution generalization (408) data augmentation (3052) semantic segmentation (3186) zero-shot learning (3650) vision-language model (2348) few-shot learning (3398)

Papers

Dynamic Graph Neural Networks Under Spatio-Temporal Distribution Shift NIPS 2022
Learning Substructure Invariance for Out-of-Distribution Molecular Representations NIPS 2022
Invariant and Transportable Representations for Anti-Causal Domain Shifts NIPS 2022
Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs NIPS 2022
Roadblocks for Temporarily Disabling Shortcuts and Learning New Knowledge NIPS 2022
Optimizing Relevance Maps of Vision Transformers Improves Robustness NIPS 2022
Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP NIPS 2022
Domain Generalization without Excess Empirical Risk NIPS 2022
Domain Generalization for Retinal Vessel Segmentation with Vector Field Transformer MIDL 2022
Attention Guided Deep Supervision Model for Prostate Segmentation in Multisite Heterogeneous MRI Data MIDL 2022
OptTTA: Learnable Test-Time Augmentation for Source-Free Medical Image Segmentation Under Domain Shift MIDL 2022
Assessing Combinational Generalization of Language Models in Biased Scenarios AACL 2022
How Hate Speech Varies by Target Identity: A Computational Analysis CONLL 2022
Offline Reinforcement Learning for Visual Navigation CORL 2022
Domain Adaptation and Generalization: A Low-Complexity Approach CORL 2022
Benchmarking the Covariate Shift Robustness of Open-world Intent Classification Approaches IJCNLP 2022
Underspecification Presents Challenges for Credibility in Modern Machine Learning JMLR 2022
Learning to Weight Filter Groups for Robust Classification WACV 2022
Learnable Multi-Level Frequency Decomposition and Hierarchical Attention Mechanism for Generalized Face Presentation Attack Detection WACV 2022
BiHPF: Bilateral High-Pass Filters for Robust Deepfake Detection WACV 2022
Fair and Accurate Age Prediction Using Distribution Aware Data Curation and Augmentation WACV 2022
Network Generalization Prediction for Safety Critical Tasks in Novel Operating Domains WACV 2022
Leveraging Test-Time Consensus Prediction for Robustness Against Unseen Noise WACV 2022
VCSeg: Virtual Camera Adaptation for Road Segmentation WACV 2022
Adversarial Semantic Hallucination for Domain Generalized Semantic Segmentation WACV 2022