Domain Generalization

Robustness of Statistical Voice Conversion Based on Direct Waveform Modification Against Background Sounds Interspeech 2019 Robust Optimization over Multiple Domains AAAI 2019 Robust Semantic Parsing with Adversarial Learning for Domain Generalization NAACL 2019 Self-Critical Reasoning for Robust Visual Question Answering NeurIPS 2019 SemEval-2019 Task 9: Suggestion Mining from Online Reviews and Forums SemEval 2019 SpaceNet MVOI: A Multi-View Overhead Imagery Dataset ICCV 2019 State-Reification Networks: Improving Generalization by Modeling the Distribution of Hidden Representations ICML 2019 Strike (With) a Pose: Neural Networks Are Easily Fooled by Strange Poses of Familiar Objects CVPR 2019 The Cells Out of Sample (COOS) dataset and benchmarks for measuring out-of-sample generalization of image classifiers NeurIPS 2019 Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set EMNLP 2019 Towards Understanding Regularization in Batch Normalization ICLR 2019 Training Deep Networks on Domain Randomized Synthetic X-ray Data for Cardiac Interventions MIDL 2019 VESUS: A Crowd-Annotated Database to Study Emotion Production and Perception in Spoken English Interspeech 2019 Visual Semantic Navigation using Scene Priors ICLR 2019 Why Can't I Dance in the Mall? Learning to Mitigate Scene Bias in Action Recognition NeurIPS 2019 Biophysically-inspired Features Improve the Generalizability of Neural Network-based Speech Enhancement Systems Interspeech 2018 Domain Generalization With Adversarial Feature Learning CVPR 2018 Empirical Study of the Topology and Geometry of Deep Networks CVPR 2018 Ensemble Adversarial Training: Attacks and Defenses ICLR 2018 Generalizing Across Domains via Cross-Gradient Training ICLR 2018 Generalizing to Unseen Domains via Adversarial Data Augmentation NeurIPS 2018 Invariant Models for Causal Transfer Learning JMLR 2018 Learning to Reconstruct Shapes from Unseen Classes NeurIPS 2018 MetaReg: Towards Domain Generalization using Meta-Regularization NeurIPS 2018 Representing Urban Functions through Zone Embedding with Human Mobility Patterns IJCAI 2018