Domain Generalization

Provable Continual Learning via Sketched Jacobian Approximations AISTATS 2022 Provable Domain Generalization via Invariant-Feature Subspace Recovery ICML 2022 PureGaze: Purifying Gaze Feature for Generalizable Gaze Estimation AAAI 2022 Pyramid Adversarial Training Improves ViT Performance CVPR 2022 Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP NeurIPS 2022 Random Normalization Aggregation for Adversarial Defense NeurIPS 2022 RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection NeurIPS 2022 Reducing Excessive Margin to Achieve a Better Accuracy vs. Robustness Trade-off ICLR 2022 Regularization Penalty Optimization for Addressing Data Quality Variance in OoD Algorithms AAAI 2022 RelTransformer: A Transformer-Based Long-Tail Visual Relationship Recognition CVPR 2022 Resistance Training Using Prior Bias: Toward Unbiased Scene Graph Generation AAAI 2022 Revisiting Domain Generalized Stereo Matching Networks From a Feature Consistency Perspective CVPR 2022 Revisiting flow generative models for Out-of-distribution detection ICLR 2022 Rich Feature Construction for the Optimization-Generalization Dilemma ICML 2022 RISP: Rendering-Invariant State Predictor with Differentiable Simulation and Rendering for Cross-Domain Parameter Estimation ICLR 2022 Roadblocks for Temporarily Disabling Shortcuts and Learning New Knowledge NeurIPS 2022 Robust Calibration with Multi-domain Temperature Scaling NeurIPS 2022 Robust Graph Neural Networks via Probabilistic Lipschitz Constraints L4DC 2022 Robust Imitation Learning against Variations in Environment Dynamics ICML 2022 Self-Supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection CVPR 2022 Semantic-Aware Domain Generalized Segmentation CVPR 2022 SGD-X: A Benchmark for Robust Generalization in Schema-Guided Dialogue Systems AAAI 2022 Simple data balancing achieves competitive worst-group-accuracy CLeaR 2022 Single-Domain Generalization in Medical Image Segmentation via Test-Time Adaptation from Shape Dictionary AAAI 2022 Single-Domain Generalized Object Detection in Urban Scene via Cyclic-Disentangled Self-Distillation CVPR 2022