out-of-distribution detection

PI3NN: Out-of-distribution-aware Prediction Intervals from Three Neural Networks ICLR 2022 POEM: Out-of-Distribution Detection with Posterior Sampling ICML 2022 Predicting Out-of-Distribution Error with the Projection Norm ICML 2022 Provable Guarantees for Understanding Out-of-Distribution Detection AAAI 2022 Provably Adversarially Robust Detection of Out-of-Distribution Data (Almost) for Free NeurIPS 2022 RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection NeurIPS 2022 Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives AAAI 2022 Rethinking Reconstruction Autoencoder-Based Out-of-Distribution Detection CVPR 2022 Revisiting flow generative models for Out-of-distribution detection ICLR 2022 Revisit Overconfidence for OOD Detection: Reassigned Contrastive Learning with Adaptive Class-dependent Threshold NAACL 2022 Scaling Out-of-Distribution Detection for Real-World Settings ICML 2022 Self-distribution distillation: efficient uncertainty estimation UAI 2022 Self-Joint Supervised Learning ICLR 2022 Semi-supervised novelty detection using ensembles with regularized disagreement UAI 2022 SIREN: Shaping Representations for Detecting Out-of-Distribution Objects NeurIPS 2022 The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training ICLR 2022 To Trust or Not To Trust Prediction Scores for Membership Inference Attacks IJCAI 2022 Towards Robust Visual Question Answering: Making the Most of Biased Samples via Contrastive Learning EMNLP 2022 Training OOD Detectors in their Natural Habitats ICML 2022 Transformer-based out-of-distribution detection for clinically safe segmentation MIDL 2022 Transformer Uncertainty Estimation with Hierarchical Stochastic Attention AAAI 2022 Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose Estimation CVPR 2022 Uncertainty-Aware Reinforcement Learning for Risk-Sensitive Player Evaluation in Sports Game NeurIPS 2022 Uncertainty Estimation for Multi-view Data: The Power of Seeing the Whole Picture NeurIPS 2022 Uncertainty Estimation of Transformer Predictions for Misclassification Detection ACL 2022