Domain Generalization

Face Anti-Spoofing: Model Matters, so Does Data CVPR 2019 Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift NeurIPS 2019 Feature-Critic Networks for Heterogeneous Domain Generalization ICML 2019 Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning Tasks MLHC 2019 Generalising Fine-Grained Sketch-Based Image Retrieval CVPR 2019 Generalizable Person Re-Identification by Domain-Invariant Mapping Network CVPR 2019 Generalization in Generative Adversarial Networks: A Novel Perspective from Privacy Protection NeurIPS 2019 Generalization in Reinforcement Learning with Selective Noise Injection and Information Bottleneck NeurIPS 2019 Generalizing Eye Tracking With Bayesian Adversarial Learning CVPR 2019 Generalizing Question Answering System with Pre-trained Language Model Fine-tuning EMNLP 2019 Graph Enhanced Cross-Domain Text-to-SQL Generation EMNLP 2019 Imperceptible, Robust, and Targeted Adversarial Examples for Automatic Speech Recognition ICML 2019 Learning Robust Global Representations by Penalizing Local Predictive Power NeurIPS 2019 Learning Robust Representations by Projecting Superficial Statistics Out ICLR 2019 Learning to Navigate Unseen Environments: Back Translation with Environmental Dropout NAACL 2019 Multi-Adversarial Discriminative Deep Domain Generalization for Face Presentation Attack Detection CVPR 2019 Multi-Domain Adversarial Learning ICLR 2019 Multi-Stream Network with Temporal Attention for Environmental Sound Classification Interspeech 2019 Not Using the Car to See the Sidewalk -- Quantifying and Controlling the Effects of Context in Classification and Segmentation CVPR 2019 ObjectNet: A large-scale bias-controlled dataset for pushing the limits of object recognition models NeurIPS 2019 Omnidirectional Scene Text Detection with Sequential-free Box Discretization IJCAI 2019 On the Effectiveness of Low Frequency Perturbations IJCAI 2019 Outlier-robust estimation of a sparse linear model using ℓ_1-penalized Huber's M-estimator NeurIPS 2019 Quantifying Generalization in Reinforcement Learning ICML 2019 Robust Embedding with Multi-Level Structures for Link Prediction IJCAI 2019