Domain Generalization

Robust Reinforcement Learning via Adversarial training with Langevin Dynamics NeurIPS 2020 Sample Factory: Egocentric 3D Control from Pixels at 100000 FPS with Asynchronous Reinforcement Learning ICML 2020 Single-Side Domain Generalization for Face Anti-Spoofing CVPR 2020 SketchTransfer: A New Dataset for Exploring Detail-Invariance and the Abstractions Learned by Deep Networks WACV 2020 SLURP: A Spoken Language Understanding Resource Package EMNLP 2020 Small but Mighty: New Benchmarks for Split and Rephrase EMNLP 2020 SSMBA: Self-Supervised Manifold Based Data Augmentation for Improving Out-of-Domain Robustness EMNLP 2020 Stabilizing Adversarial Invariance Induction from Divergence Minimization Perspective IJCAI 2020 Style Normalization and Restitution for Generalizable Person Re-Identification CVPR 2020 Test-Time Training with Self-Supervision for Generalization under Distribution Shifts ICML 2020 The Origins and Prevalence of Texture Bias in Convolutional Neural Networks NeurIPS 2020 Towards Speech Robustness for Acoustic Scene Classification Interspeech 2020 Towards Trustworthy Deception Detection: Benchmarking Model Robustness across Domains, Modalities, and Languages COLING 2020 Towards Universal Representation Learning for Deep Face Recognition CVPR 2020 Trajectory-wise Multiple Choice Learning for Dynamics Generalization in Reinforcement Learning NeurIPS 2020 WinoGrande: An Adversarial Winograd Schema Challenge at Scale AAAI 2020 Achieving Verified Robustness to Symbol Substitutions via Interval Bound Propagation EMNLP 2019 A Closer Look at Data Bias in Neural Extractive Summarization Models EMNLP 2019 A Closer Look at Few-shot Classification ICLR 2019 A Cross-Domain Transferable Neural Coherence Model ACL 2019 Active Domain Randomization CoRL 2019 AdaGraph: Unifying Predictive and Continuous Domain Adaptation Through Graphs CVPR 2019 Addressing Model Vulnerability to Distributional Shifts Over Image Transformation Sets ICCV 2019 A Domain Generalization Perspective on Listwise Context Modeling AAAI 2019 Adversarial Training and Robustness for Multiple Perturbations NeurIPS 2019