| Dual Representation Learning for Out-of-Distribution Detection | Jun 19, 2022 | InformativenessOut-of-Distribution Detection | CodeCode Available | 0 |
| Reduced Robust Random Cut Forest for Out-Of-Distribution detection in machine learning models | Jun 18, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| Maximum Class Separation as Inductive Bias in One Matrix | Jun 17, 2022 | Inductive BiasLong-tail Learning | CodeCode Available | 1 |
| Gradient-Based Adversarial and Out-of-Distribution Detection | Jun 16, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| READ: Aggregating Reconstruction Error into Out-of-distribution Detection | Jun 15, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Morphence-2.0: Evasion-Resilient Moving Target Defense Powered by Out-of-Distribution Detection | Jun 15, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| EnergyMatch: Energy-based Pseudo-Labeling for Semi-Supervised Learning | Jun 13, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| Out-of-Distribution Detection with Class Ratio Estimation | Jun 8, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| The Devil is in the Labels: Noisy Label Correction for Robust Scene Graph Generation | Jun 7, 2022 | AllGraph Generation | CodeCode Available | 1 |
| Which models are innately best at uncertainty estimation? | Jun 5, 2022 | BenchmarkingOut-of-Distribution Detection | —Unverified | 0 |
| Out-of-Distribution Detection using BiGAN and MDL | Jun 3, 2022 | Generative Adversarial NetworkNovelty Detection | —Unverified | 0 |
| Sequential Bayesian Neural Subnetwork Ensembles | Jun 1, 2022 | Adversarial RobustnessOut-of-Distribution Detection | —Unverified | 0 |
| 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 |
| Transformer-based out-of-distribution detection for clinically safe segmentation | May 21, 2022 | Image SegmentationOut-of-Distribution Detection | CodeCode Available | 0 |
| Near out-of-distribution detection for low-resolution radar micro-Doppler signatures | May 12, 2022 | Contrastive LearningGeometry-aware processing | 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 |
| Norm-Scaling for Out-of-Distribution Detection | May 6, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| Uncertainty Estimation of Transformer Predictions for Misclassification Detection | May 1, 2022 | Active LearningAdversarial Attack | CodeCode Available | 0 |
| Performance Analysis of Out-of-Distribution Detection on Trained Neural Networks | Apr 26, 2022 | Outlier DetectionOut-of-Distribution Detection | —Unverified | 0 |
| Learning by Erasing: Conditional Entropy based Transferable Out-Of-Distribution Detection | Apr 23, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Out-of-Distribution Detection with Deep Nearest Neighbors | Apr 13, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Out-Of-Distribution Detection In Unsupervised Continual Learning | Apr 12, 2022 | Continual Learningimage-classification | —Unverified | 0 |
| Full-Spectrum Out-of-Distribution Detection | Apr 11, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Effective Out-of-Distribution Detection in Classifier Based on PEDCC-Loss | Apr 10, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| RODD: A Self-Supervised Approach for Robust Out-of-Distribution Detection | Apr 6, 2022 | Contrastive LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| TransductGAN: a Transductive Adversarial Model for Novelty Detection | Mar 29, 2022 | Generative Adversarial Networkmodel | —Unverified | 0 |
| Bi-level Doubly Variational Learning for Energy-based Latent Variable Models | Mar 24, 2022 | Image GenerationImage Reconstruction | —Unverified | 0 |
| Out of Distribution Detection, Generalization, and Robustness Triangle with Maximum Probability Theorem | Mar 23, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| ViM: Out-Of-Distribution with Virtual-logit Matching | Mar 21, 2022 | Image ClassificationOut-of-Distribution Detection | CodeCode Available | 1 |
| Is it all a cluster game? -- Exploring Out-of-Distribution Detection based on Clustering in the Embedding Space | Mar 16, 2022 | AllContrastive Learning | —Unverified | 0 |
| Self-Distribution Distillation: Efficient Uncertainty Estimation | Mar 15, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| Igeood: An Information Geometry Approach to Out-of-Distribution Detection | Mar 15, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection? | Mar 8, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Rethinking Reconstruction Autoencoder-Based Out-of-Distribution Detection | Mar 4, 2022 | Out-of-Distribution DetectionTranslation | CodeCode Available | 0 |
| Model-agnostic out-of-distribution detection using combined statistical tests | Mar 2, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| Addressing Randomness in Evaluation Protocols for Out-of-Distribution Detection | Mar 1, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| Layer Adaptive Deep Neural Networks for Out-of-distribution Detection | Mar 1, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Magnitude-aware Probabilistic Speaker Embeddings | Feb 28, 2022 | Out-of-Distribution DetectionSpeaker Verification | CodeCode Available | 3 |
| Deep Dirichlet uncertainty for unsupervised out-of-distribution detection of eye fundus photographs in glaucoma screening | Feb 25, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| Computer Aided Diagnosis and Out-of-Distribution Detection in Glaucoma Screening Using Color Fundus Photography | Feb 24, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Model2Detector:Widening the Information Bottleneck for Out-of-Distribution Detection using a Handful of Gradient Steps | Feb 22, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| 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 |
| The Met Dataset: Instance-level Recognition for Artworks | Feb 3, 2022 | Contrastive LearningOut-of-Distribution Detection | —Unverified | 0 |
| Simple Calibration via Geodesic Kernels | Jan 31, 2022 | Out-of-Distribution Detectionregression | CodeCode Available | 0 |
| Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives | Jan 27, 2022 | Contrastive LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Improving robustness and calibration in ensembles with diversity regularization | Jan 26, 2022 | DiversityOut-of-Distribution Detection | —Unverified | 0 |
| E-ADDA: Unsupervised Adversarial Domain Adaptation Enhanced by a New Mahalanobis Distance Loss for Smart Computing | Jan 24, 2022 | Domain AdaptationOut-of-Distribution Detection | —Unverified | 0 |
| AutoSeg -- Steering the Inductive Biases for Automatic Pathology Segmentation | Jan 24, 2022 | Out-of-Distribution Detection | CodeCode Available | 0 |