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domain generalization

1522 papers

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Also known as

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

Is Fine-tuning Needed? Pre-trained Language Models Are Near Perfect for Out-of-Domain Detection ACL 2023
Domain Aligned Prefix Averaging for Domain Generalization in Abstractive Summarization ACL 2023
Are Layout-Infused Language Models Robust to Layout Distribution Shifts? A Case Study with Scientific Documents ACL 2023
Learning Distortion Invariant Representation for Image Restoration From a Causality Perspective CVPR 2023
Scene-robust Natural Language Video Localization via Learning Domain-invariant Representations ACL 2023
AUNet: Learning Relations Between Action Units for Face Forgery Detection CVPR 2023
HGFormer: Hierarchical Grouping Transformer for Domain Generalized Semantic Segmentation CVPR 2023
Improving Domain Generalization for Prompt-Aware Essay Scoring via Disentangled Representation Learning ACL 2023
Toward More Accurate and Generalizable Evaluation Metrics for Task-Oriented Dialogs ACL 2023
A Weakly Supervised Classifier and Dataset of White Supremacist Language ACL 2023
GenLoco: Generalized Locomotion Controllers for Quadrupedal Robots CORL 2022
Style Neophile: Constantly Seeking Novel Styles for Domain Generalization CVPR 2022
An Online Learning Approach to Interpolation and Extrapolation in Domain Generalization AISTATS 2022
Measuring Robustness for NLP COLING 2022
Dynamic Domain Generalization IJCAI 2022
MIM-DG: Mutual information minimization-based domain generalization for speaker verification INTERSPEECH 2022
DNA: Domain Generalization with Diversified Neural Averaging ICML 2022
Loss Function Learning for Domain Generalization by Implicit Gradient ICML 2022
Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization ICML 2022
Provable Domain Generalization via Invariant-Feature Subspace Recovery ICML 2022
Skin Deep Unlearning: Artefact and Instrument Debiasing in the Context of Melanoma Classification ICML 2022
Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder ICML 2022
Sparse Invariant Risk Minimization ICML 2022
Chasing the Tail with Domain Generalization: A Case Study on Frequency-Enriched Datasets IJCNLP 2022
Domain Agnostic Few-shot Learning for Speaker Verification INTERSPEECH 2022