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Domain Generalization

1760 directly classified papers

Papers per year

Papers

Closing the Generalization Gap of Cross-Silo Federated Medical Image Segmentation CVPR 2022
Provable Domain Generalization via Invariant-Feature Subspace Recovery ICML 2022
Dynamic Graph Neural Networks Under Spatio-Temporal Distribution Shift NIPS 2022
COCOA: Context-Conditional Adaptation for Recognizing Unseen Classes in Unseen Domains WACV 2022
Fundamental Limits and Tradeoffs in Invariant Representation Learning JMLR 2022
VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization AAAI 2022
Diagnosing failures of fairness transfer across distribution shift in real-world medical settings NIPS 2022
Causally motivated multi-shortcut identification and removal NIPS 2022
Functional Indirection Neural Estimator for Better Out-of-distribution Generalization NIPS 2022
FOCUS: Familiar Objects in Common and Uncommon Settings ICML 2022
On Generalizing Beyond Domains in Cross-Domain Continual Learning CVPR 2022
Learning Stable Classifiers by Transferring Unstable Features ICML 2022
Feature Distribution Matching for Federated Domain Generalization ACML 2022
Chasing the Tail with Domain Generalization: A Case Study on Frequency-Enriched Datasets AACL 2022
GOOD: A Graph Out-of-Distribution Benchmark NIPS 2022
Simple data balancing achieves competitive worst-group-accuracy CLEAR 2022
Towards Data-Free Domain Generalization ACML 2022
Cross-domain Generalization for AMR Parsing EMNLP 2022
Exploiting Independent Instruments: Identification and Distribution Generalization ICML 2022
Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP) ICML 2022
Improving Policy Optimization with Generalist-Specialist Learning ICML 2022
Learning Invariant Representations with Missing Data CLEAR 2022
Distributionally Robust Optimization with Data Geometry NIPS 2022
Balancing Discriminability and Transferability for Source-Free Domain Adaptation ICML 2022
Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming ICML 2022