Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Nov 20, 2019 Domain Generalization Natural Language Inference
Code Code Available Domain Generalization Using a Mixture of Multiple Latent Domains Nov 18, 2019 Clustering Domain Generalization
Code Code Available Generalizing to unseen domains via distribution matching Nov 3, 2019 Domain Generalization LEMMA
Code Code Available Domain Generalization via Model-Agnostic Learning of Semantic Features Oct 29, 2019 Domain Generalization General Knowledge
Code Code Available Current Limitations in Cyberbullying Detection: on Evaluation Criteria, Reproducibility, and Data Scarcity Oct 25, 2019 Domain Generalization
Code Code Available Reducing Domain Gap by Reducing Style Bias Oct 25, 2019 Domain Adaptation Domain Generalization
Code Code Available Domain-agnostic Question-Answering with Adversarial Training Oct 21, 2019 Domain Generalization Question Answering
Code Code Available Improve Model Generalization and Robustness to Dataset Bias with Bias-regularized Learning and Domain-guided Augmentation Oct 12, 2019 Domain Generalization
— Unverified A Theory of Relation Learning and Cross-domain Generalization Oct 11, 2019 BIG-bench Machine Learning Domain Generalization
— Unverified Learning to Generalize One Sample at a Time with Self-Supervision Oct 9, 2019 Auxiliary Learning Domain Adaptation
— Unverified Adapting a FrameNet Semantic Parser for Spoken Language Understanding Using Adversarial Learning Oct 7, 2019 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Attention Bridging Network for Knowledge Transfer Oct 1, 2019 Domain Adaptation Domain Generalization
— Unverified Robust Semantic Parsing with Adversarial Learning for Domain Generalization Oct 1, 2019 domain classification Domain Generalization
— Unverified RandAugment: Practical automated data augmentation with a reduced search space Sep 30, 2019 Data Augmentation Domain Generalization
Code Code Available Stablizing Adversarial Invariance Induction by Discriminator Matching Sep 25, 2019 Attribute Domain Generalization
— Unverified EEG-Based Driver Drowsiness Estimation Using Feature Weighted Episodic Training Sep 25, 2019 Domain Generalization EEG
— Unverified Towards Shape Biased Unsupervised Representation Learning for Domain Generalization Sep 18, 2019 Domain Generalization Representation Learning
— Unverified Domain Randomization and Pyramid Consistency: Simulation-to-Real Generalization without Accessing Target Domain Data Sep 2, 2019 Domain Adaptation Domain Generalization
— Unverified Domain Generalization via Multidomain Discriminant Analysis Jul 25, 2019 Domain Generalization Learning Theory
— Unverified Universal Person Re-Identification Jul 22, 2019 Domain Adaptation Domain Generalization
— Unverified Natural Adversarial Examples Jul 16, 2019 Adversarial Attack Data Augmentation
Code Code Available Cross-Domain Generalization of Neural Constituency Parsers Jul 9, 2019 Constituency Parsing Domain Generalization
Code Code Available Learning to Optimize Domain Specific Normalization for Domain Generalization Jul 9, 2019 Domain Adaptation Domain Generalization
— Unverified Improving Cross-Domain Performance for Relation Extraction via Dependency Prediction and Information Flow Control Jul 7, 2019 Domain Generalization Relation
— Unverified Invariant Risk Minimization Jul 5, 2019 Domain Generalization Image Classification
Code Code Available Tackling Partial Domain Adaptation with Self-Supervision Jun 12, 2019 Domain Adaptation Domain Generalization
— Unverified Variational Resampling Based Assessment of Deep Neural Networks under Distribution Shift Jun 7, 2019 Domain Adaptation Domain Generalization
Code Code Available When Unseen Domain Generalization is Unnecessary? Rethinking Data Augmentation Jun 7, 2019 Data Augmentation Domain Adaptation
Code Code Available AutoAugment: Learning Augmentation Strategies From Data Jun 1, 2019 Data Augmentation Domain Generalization
Code Code Available Domain Generalization by Solving Jigsaw Puzzles Jun 1, 2019 Domain Generalization Object Recognition
Code Code Available Generalizable Person Re-Identification by Domain-Invariant Mapping Network Jun 1, 2019 Domain Generalization Generalizable Person Re-identification
— Unverified Distant Supervised Centroid Shift: A Simple and Efficient Approach to Visual Domain Adaptation Jun 1, 2019 Domain Adaptation Domain Generalization
— Unverified Multi-Adversarial Discriminative Deep Domain Generalization for Face Presentation Attack Detection Jun 1, 2019 Domain Generalization Face Anti-Spoofing
Code Code Available Learning Robust Global Representations by Penalizing Local Predictive Power May 29, 2019 Domain Adaptation Domain Generalization
Code Code Available Domain Generalization via Universal Non-volume Preserving Models May 28, 2019 Domain Adaptation Domain Generalization
— Unverified A Cross-Domain Transferable Neural Coherence Model May 28, 2019 Articles Domain Generalization
Code Code Available EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks May 28, 2019 Action Recognition Domain Generalization
Code Code Available DIVA: Domain Invariant Variational Autoencoders May 24, 2019 Domain Generalization Rotated MNIST
Code Code Available A Generalization Error Bound for Multi-class Domain Generalization May 24, 2019 Classification Domain Generalization
— Unverified CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features May 13, 2019 Domain Generalization Image Captioning
Code Code Available Adversarial Invariant Feature Learning with Accuracy Constraint for Domain Generalization Apr 29, 2019 Domain Generalization
— Unverified Adversarial Training for Free! Apr 29, 2019 Adversarial Attack Adversarial Defense
Code Code Available Making Convolutional Networks Shift-Invariant Again Apr 25, 2019 Classification Consistency Conditional Image Generation
Code Code Available Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting Apr 23, 2019 Domain Generalization Generalizable Person Re-identification
— Unverified Predicting human decisions with behavioral theories and machine learning Apr 15, 2019 BIG-bench Machine Learning Decision Making
— Unverified A Closer Look at Few-shot Classification Apr 8, 2019 Domain Generalization Few-Shot Learning
Code Code Available CAM-Convs: Camera-Aware Multi-Scale Convolutions for Single-View Depth Apr 3, 2019 3D Depth Estimation Depth Estimation
Code Code Available Improving Cross-Corpus Speech Emotion Recognition with Adversarial Discriminative Domain Generalization (ADDoG) Mar 28, 2019 Cross-corpus Domain Generalization
— Unverified Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Mar 28, 2019 Adversarial Defense Benchmarking
Code Code Available DIVA: Domain Invariant Variational Autoencoder Mar 27, 2019 Domain Generalization Rotated MNIST
— Unverified 