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domain generalization

1517 papers

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Also known as

DGSS DG SDG

Co-occurring keywords

domain adaptation (4578) transfer learning (5442) distribution shift (711) representation learning (6174) out-of-distribution generalization (403) data augmentation (3037) semantic segmentation (3179) zero-shot learning (3637) vision-language model (2235) few-shot learning (3390)

Papers

Diagnosing failures of fairness transfer across distribution shift in real-world medical settings NIPS 2022
Robust Calibration with Multi-domain Temperature Scaling NIPS 2022
Generative multitask learning mitigates target-causing confounding NIPS 2022
Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation NIPS 2022
Improving Multi-Task Generalization via Regularizing Spurious Correlation NIPS 2022
Learning Invariant Graph Representations for Out-of-Distribution Generalization NIPS 2022
APT-36K: A Large-scale Benchmark for Animal Pose Estimation and Tracking NIPS 2022
Multi-Instance Causal Representation Learning for Instance Label Prediction and Out-of-Distribution Generalization NIPS 2022
Does it Really Generalize Well on Unseen Data? Systematic Evaluation of Relational Triple Extraction Methods NAACL 2022
Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language NAACL 2022
Debiased Batch Normalization via Gaussian Process for Generalizable Person Re-identification AAAI 2022
Robust Imitation Learning against Variations in Environment Dynamics ICML 2022
Improving Policy Optimization with Generalist-Specialist Learning ICML 2022
Causal Dynamics Learning for Task-Independent State Abstraction ICML 2022
Domain Generalization through the Lens of Angular Invariance IJCAI 2022
Training Object Detectors From Scratch: An Empirical Study in the Era of Vision Transformer CVPR 2022
ITSA: An Information-Theoretic Approach to Automatic Shortcut Avoidance and Domain Generalization in Stereo Matching Networks CVPR 2022
An Online Learning Approach to Interpolation and Extrapolation in Domain Generalization AISTATS 2022
Learning Invariant Representations with Missing Data CLEAR 2022
Generalizable Cross-Modality Medical Image Segmentation via Style Augmentation and Dual Normalization CVPR 2022
3D-VField: Adversarial Augmentation of Point Clouds for Domain Generalization in 3D Object Detection CVPR 2022
Spectral Unsupervised Domain Adaptation for Visual Recognition CVPR 2022
WildNet: Learning Domain Generalized Semantic Segmentation From the Wild CVPR 2022
Unifying Panoptic Segmentation for Autonomous Driving CVPR 2022
Simple Multi-Dataset Detection CVPR 2022