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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

Can Data Diversity Enhance Learning Generalization? COLING 2022
Towards Robust Neural Retrieval with Source Domain Synthetic Pre-Finetuning COLING 2022
DNA: Domain Generalization with Diversified Neural Averaging ICML 2022
Loss Function Learning for Domain Generalization by Implicit Gradient ICML 2022
Temporal Generalization for Spoken Language Understanding NAACL 2022
FAtNet: Cost-Effective Approach Towards Mitigating the Linguistic Bias in Speaker Verification Systems NAACL 2022
A Generative Approach for Mitigating Structural Biases in Natural Language Inference NAACL 2022
Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization ICML 2022
Provable Domain Generalization via Invariant-Feature Subspace Recovery ICML 2022
Combining Diverse Feature Priors ICML 2022
Adversarially Robust Models may not Transfer Better: Sufficient Conditions for Domain Transferability from the View of Regularization ICML 2022
Improving Out-of-Distribution Robustness via Selective Augmentation ICML 2022
Rich Feature Construction for the Optimization-Generalization Dilemma ICML 2022
Comparison Knowledge Translation for Generalizable Image Classification IJCAI 2022
Forecasting the Number of Tenants At-Risk of Formal Eviction: A Machine Learning Approach to Inform Public Policy IJCAI 2022
Test-time Fourier Style Calibration for Domain Generalization IJCAI 2022
Statistically-Guided Deep Network Transformation to Harness Heterogeneity in Space (Extended Abstract) IJCAI 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
Does Audio Deepfake Detection Generalize? INTERSPEECH 2022
Attack Agnostic Dataset: Towards Generalization and Stabilization of Audio DeepFake Detection INTERSPEECH 2022
Disentangling the Impacts of Language and Channel Variability on Speech Separation Networks INTERSPEECH 2022
Cross-Domain Empirical Risk Minimization for Unbiased Long-Tailed Classification AAAI 2022
Augmentation-Free Self-Supervised Learning on Graphs AAAI 2022