| Broken Neural Scaling Laws | Oct 26, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
| Uncertainty Estimates of Predictions via a General Bias-Variance Decomposition | Oct 21, 2022 | ClassificationOut-of-Distribution Detection | CodeCode Available | 1 |
| VL4Pose: Active Learning Through Out-Of-Distribution Detection For Pose Estimation | Oct 12, 2022 | Active LearningHand Pose Estimation | CodeCode Available | 1 |
| Your Out-of-Distribution Detection Method is Not Robust! | Sep 30, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Out-of-Distribution Detection with Hilbert-Schmidt Independence Optimization | Sep 26, 2022 | Outlier DetectionOut-of-Distribution Detection | CodeCode Available | 1 |
| Extremely Simple Activation Shaping for Out-of-Distribution Detection | Sep 20, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| CAN bus intrusion detection based on auxiliary classifier GAN and out-of-distribution detection | Sep 5, 2022 | Generative Adversarial NetworkIntrusion Detection | CodeCode Available | 1 |
| Out-of-distribution Detection via Frequency-regularized Generative Models | Aug 18, 2022 | Image GenerationOut-of-Distribution Detection | CodeCode Available | 1 |
| Towards Robust Deep Learning using Entropic Losses | Aug 6, 2022 | Deep LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| FrOoDo: Framework for Out-of-Distribution Detection | Aug 1, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Out-of-Distribution Detection with Semantic Mismatch under Masking | Jul 31, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| CODiT: Conformal Out-of-Distribution Detection in Time-Series Data | Jul 24, 2022 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| Out of Distribution Detection via Neural Network Anchoring | Jul 8, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Partial and Asymmetric Contrastive Learning for Out-of-Distribution Detection in Long-Tailed Recognition | Jul 4, 2022 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| Laplacian Autoencoders for Learning Stochastic Representations | Jun 30, 2022 | Bayesian InferenceOut-of-Distribution Detection | CodeCode Available | 1 |
| RegMixup: Mixup as a Regularizer Can Surprisingly Improve Accuracy and Out Distribution Robustness | Jun 29, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| POEM: Out-of-Distribution Detection with Posterior Sampling | Jun 28, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Breaking Down Out-of-Distribution Detection: Many Methods Based on OOD Training Data Estimate a Combination of the Same Core Quantities | Jun 20, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Maximum Class Separation as Inductive Bias in One Matrix | Jun 17, 2022 | Inductive BiasLong-tail Learning | CodeCode Available | 1 |
| Morphence-2.0: Evasion-Resilient Moving Target Defense Powered by Out-of-Distribution Detection | Jun 15, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| The Devil is in the Labels: Noisy Label Correction for Robust Scene Graph Generation | Jun 7, 2022 | AllGraph Generation | CodeCode Available | 1 |
| Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed | May 27, 2022 | BenchmarkingBinary Classification | CodeCode Available | 1 |
| Learning Dialogue Representations from Consecutive Utterances | May 26, 2022 | Contrastive LearningConversational Question Answering | CodeCode Available | 1 |
| The Dialog Must Go On: Improving Visual Dialog via Generative Self-Training | May 25, 2022 | Conditional Text GenerationOut-of-Distribution Detection | CodeCode Available | 1 |
| Distinction Maximization Loss: Efficiently Improving Out-of-Distribution Detection and Uncertainty Estimation by Replacing the Loss and Calibrating | May 12, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Near out-of-distribution detection for low-resolution radar micro-Doppler signatures | May 12, 2022 | Contrastive LearningGeometry-aware processing | CodeCode Available | 1 |
| Out-of-Distribution Detection with Deep Nearest Neighbors | Apr 13, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| RODD: A Self-Supervised Approach for Robust Out-of-Distribution Detection | Apr 6, 2022 | Contrastive LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| ViM: Out-Of-Distribution with Virtual-logit Matching | Mar 21, 2022 | Image ClassificationOut-of-Distribution Detection | CodeCode Available | 1 |
| How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection? | Mar 8, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training | Feb 5, 2022 | Adversarial RobustnessOut-of-Distribution Detection | CodeCode Available | 1 |
| Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives | Jan 27, 2022 | Contrastive LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Adversarial vulnerability of powerful near out-of-distribution detection | Jan 18, 2022 | Adversarial RobustnessOut-of-Distribution Detection | CodeCode Available | 1 |
| Lifelong Learning on Evolving Graphs Under the Constraints of Imbalanced Classes and New Classes | Dec 20, 2021 | Graph AttentionGraph Learning | CodeCode Available | 1 |
| Improving evidential deep learning via multi-task learning | Dec 17, 2021 | Deep LearningMulti-Task Learning | CodeCode Available | 1 |
| WOOD: Wasserstein-based Out-of-Distribution Detection | Dec 13, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Hyperdimensional Feature Fusion for Out-Of-Distribution Detection | Dec 10, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| A Unified Benchmark for the Unknown Detection Capability of Deep Neural Networks | Dec 1, 2021 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Provable Guarantees for Understanding Out-of-distribution Detection | Dec 1, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| ReAct: Out-of-distribution Detection With Rectified Activations | Nov 24, 2021 | Out-of-Distribution Detection | CodeCode Available | 1 |
| DICE: Leveraging Sparsification for Out-of-Distribution Detection | Nov 18, 2021 | AttributeOut-of-Distribution Detection | CodeCode Available | 1 |
| A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future Challenges | Oct 26, 2021 | Anomaly DetectionNovelty Detection | CodeCode Available | 1 |
| Generalized Out-of-Distribution Detection: A Survey | Oct 21, 2021 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution Detection | Oct 18, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Open-Set Recognition: a Good Closed-Set Classifier is All You Need? | Oct 12, 2021 | AllOpen Set Learning | CodeCode Available | 1 |
| Temperature as Uncertainty in Contrastive Learning | Oct 8, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| On the Importance of Gradients for Detecting Distributional Shifts in the Wild | Oct 1, 2021 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization | Sep 30, 2021 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 |
| On the Impact of Spurious Correlation for Out-of-distribution Detection | Sep 12, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Zero-Shot Out-of-Distribution Detection Based on the Pre-trained Model CLIP | Sep 6, 2021 | Image DescriptionOut-of-Distribution Detection | CodeCode Available | 1 |
