← Application Areas
Machine Learning › Application Areas ›

Domain Generalization

1760 directly classified papers

Papers per year

Papers

TransRAC: Encoding Multi-Scale Temporal Correlation With Transformers for Repetitive Action Counting CVPR 2022
The Change that Matters in Discourse Parsing: Estimating the Impact of Domain Shift on Parser Error ACL 2022
Identifying the Limits of Cross-Domain Knowledge Transfer for Pretrained Models ACL 2022
On Length Divergence Bias in Textual Matching Models ACL 2022
Explicit Tradeoffs between Adversarial and Natural Distributional Robustness NIPS 2022
SGD-X: A Benchmark for Robust Generalization in Schema-Guided Dialogue Systems AAAI 2022
Generating Data to Mitigate Spurious Correlations in Natural Language Inference Datasets ACL 2022
Measure and Improve Robustness in NLP Models: A Survey NAACL 2022
On Feature Learning in the Presence of Spurious Correlations NIPS 2022
Domain Agnostic Few-shot Learning for Speaker Verification INTERSPEECH 2022
Strategies to Improve Robustness of Target Speech Extraction to Enrollment Variations INTERSPEECH 2022
Speech Emotion Recognition in the Wild using Multi-task and Adversarial Learning INTERSPEECH 2022
GenLoco: Generalized Locomotion Controllers for Quadrupedal Robots CORL 2022
Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs NIPS 2022
Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP NIPS 2022
OoDHDR-Codec: Out-of-Distribution Generalization for HDR Image Compression AAAI 2022
Debiased Batch Normalization via Gaussian Process for Generalizable Person Re-identification AAAI 2022
Highlighting Object Category Immunity for the Generalization of Human-Object Interaction Detection AAAI 2022
DeformRS: Certifying Input Deformations with Randomized Smoothing AAAI 2022
MLDemon:Deployment Monitoring for Machine Learning Systems AISTATS 2022
Underspecification Presents Challenges for Credibility in Modern Machine Learning JMLR 2022
Statistically-Guided Deep Network Transformation to Harness Heterogeneity in Space (Extended Abstract) IJCAI 2022
Unsupervised Domain Generalization by Learning a Bridge Across Domains CVPR 2022
BoosterNet: Improving Domain Generalization of Deep Neural Nets Using Culpability-Ranked Features CVPR 2022
Towards Robust Vision Transformer CVPR 2022