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Domain Generalization

1760 directly classified papers

Papers per year

Papers

Benchmarking the Covariate Shift Robustness of Open-world Intent Classification Approaches AACL 2022
Understanding Simultaneous Train and Test Robustness ALT 2022
Generalizing over Long Tail Concepts for Medical Term Normalization EMNLP 2022
Manipulation via Membranes: High-Resolution and Highly Deformable Tactile Sensing and Control CORL 2022
Learning Representations that Enable Generalization in Assistive Tasks CORL 2022
Directed speech separation for automatic speech recognition of long form conversational speech INTERSPEECH 2022
Temporal Generalization for Spoken Language Understanding NAACL 2022
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures CVPR 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
WildNet: Learning Domain Generalized Semantic Segmentation From the Wild CVPR 2022
Unifying Panoptic Segmentation for Autonomous Driving CVPR 2022
Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing EMNLP 2022
Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model EMNLP 2022
Synthesizing Adversarial Visual Scenarios for Model-Based Robotic Control CORL 2022
Assaying Out-Of-Distribution Generalization in Transfer Learning NIPS 2022
Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization NIPS 2022
Provable Continual Learning via Sketched Jacobian Approximations AISTATS 2022
Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation NIPS 2022
DNA: Domain Generalization with Diversified Neural Averaging ICML 2022
A composable machine-learning approach for steady-state simulations on high-resolution grids NIPS 2022
RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection NIPS 2022
Node Feature Kernels Increase Graph Convolutional Network Robustness AISTATS 2022
Improving Distortion Robustness of Self-supervised Speech Processing Tasks with Domain Adaptation INTERSPEECH 2022
On the effectiveness of adversarial training against common corruptions UAI 2022