Domain Generalization

Unsupervised Skill Discovery for Learning Shared Structures across Changing Environments ICML 2023 UPAR: Unified Pedestrian Attribute Recognition and Person Retrieval WACV 2023 Using counterfactual contrast to improve compositional generalization for multi-step quantitative reasoning ACL 2023 Variational Classifier for Unsupervised Anomalous Sound Detection under Domain Generalization Interspeech 2023 Video-Audio Domain Generalization via Confounder Disentanglement AAAI 2023 Walking Your LiDOG: A Journey Through Multiple Domains for LiDAR Semantic Segmentation ICCV 2023 Wasserstein Barycenter Matching for Graph Size Generalization of Message Passing Neural Networks ICML 2023 Wasserstein distributional robustness of neural networks NeurIPS 2023 What Can a Cook in Italy Teach a Mechanic in India? Action Recognition Generalisation Over Scenarios and Locations ICCV 2023 What Did You Learn To Hate? A Topic-Oriented Analysis of Generalization in Hate Speech Detection EACL 2023 What does a Text Classifier Learn about Morality? An Explainable Method for Cross-Domain Comparison of Moral Rhetoric ACL 2023 What Is Missing in IRM Training and Evaluation? Challenges and Solutions ICLR 2023 When Neural Networks Fail to Generalize? A Model Sensitivity Perspective AAAI 2023 Which Invariance Should We Transfer? A Causal Minimax Learning Approach ICML 2023 WildLight: In-the-Wild Inverse Rendering With a Flashlight CVPR 2023 You Told Me That Joke Twice: A Systematic Investigation of Transferability and Robustness of Humor Detection Models EMNLP 2023 3D Common Corruptions and Data Augmentation CVPR 2022 3D-VField: Adversarial Augmentation of Point Clouds for Domain Generalization in 3D Object Detection CVPR 2022 A composable machine-learning approach for steady-state simulations on high-resolution grids NeurIPS 2022 Active-Passive SimStereo - Benchmarking the Cross-Generalization Capabilities of Deep Learning-based Stereo Methods NeurIPS 2022 Adversarially Robust Models may not Transfer Better: Sufficient Conditions for Domain Transferability from the View of Regularization ICML 2022 Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation NeurIPS 2022 Agreement-on-the-line: Predicting the Performance of Neural Networks under Distribution Shift NeurIPS 2022 Amodal Segmentation Through Out-of-Task and Out-of-Distribution Generalization With a Bayesian Model CVPR 2022 Analyzing Generalization of Vision and Language Navigation to Unseen Outdoor Areas ACL 2022