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Domain Generalization

1760 directly classified papers

Papers per year

Papers

MaskTune: Mitigating Spurious Correlations by Forcing to Explore NIPS 2022
Compound Domain Generalization via Meta-Knowledge Encoding CVPR 2022
Single-Domain Generalized Object Detection in Urban Scene via Cyclic-Disentangled Self-Distillation CVPR 2022
A Win-win Deal: Towards Sparse and Robust Pre-trained Language Models NIPS 2022
An Online Learning Approach to Interpolation and Extrapolation in Domain Generalization AISTATS 2022
Domain Adaptation and Generalization: A Low-Complexity Approach CORL 2022
Disentangling the Impacts of Language and Channel Variability on Speech Separation Networks INTERSPEECH 2022
Domain Generalization with Relaxed Instance Frequency-wise Normalization for Multi-device Acoustic Scene Classification INTERSPEECH 2022
PCL: Proxy-Based Contrastive Learning for Domain Generalization CVPR 2022
Robust Imitation Learning against Variations in Environment Dynamics ICML 2022
Iterative Feature Matching: Toward Provable Domain Generalization with Logarithmic Environments NIPS 2022
ZIN: When and How to Learn Invariance Without Environment Partition? NIPS 2022
GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization NIPS 2022
Self-Supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection CVPR 2022
DRIBO: Robust Deep Reinforcement Learning via Multi-View Information Bottleneck ICML 2022
Probable Domain Generalization via Quantile Risk Minimization NIPS 2022
Domain Generalization via Shuffled Style Assembly for Face Anti-Spoofing CVPR 2022
DABS 2.0: Improved Datasets and Algorithms for Universal Self-Supervision NIPS 2022
Revisiting Domain Generalized Stereo Matching Networks From a Feature Consistency Perspective CVPR 2022
Toward learning human-aligned cross-domain robust models by countering misaligned features UAI 2022
Failure Modes of Domain Generalization Algorithms CVPR 2022
Regularization Penalty Optimization for Addressing Data Quality Variance in OoD Algorithms AAAI 2022
Pyramid Adversarial Training Improves ViT Performance CVPR 2022
Out-of-Distribution Generalization With Causal Invariant Transformations CVPR 2022
Roadblocks for Temporarily Disabling Shortcuts and Learning New Knowledge NIPS 2022