Browse State-of-the-Art › Out of Distribution (OOD) Detection › Papers, page 5
Out of Distribution (OOD) Detection
Papers archive 2025-07-28
archive papers tagged: 629 · with a code link: 319 · where Syntology ran a sample: 116 (96 with a run with no instrument failure, 20 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (116 of 629 tagged: 96 with a run with no instrument failure, 20 where every run was a failure of Syntology's instrument)
Page 5 of 7: papers 401 to 500 of 629, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Understanding Likelihood of Normalizing Flow and Image Complexity through the Lens of Out-of-Distribution Detection16 Feb 2024 0 repositories listed
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Out-of-Distribution Detection and Data Drift Monitoring using Statistical Process Control12 Feb 2024 0 repositories listed
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Feature Density Estimation for Out-of-Distribution Detection via Normalizing Flows9 Feb 2024 0 repositories listed
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Zero-shot Object-Level OOD Detection with Context-Aware Inpainting5 Feb 2024 0 repositories listed
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Comprehensive OOD Detection Improvements18 Jan 2024 0 repositories listed
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NODI: Out-Of-Distribution Detection with Noise from Diffusion13 Jan 2024 0 repositories listed
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UFO: Unidentified Foreground Object Detection in 3D Point Cloud8 Jan 2024 0 repositories listed
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EPA: Neural Collapse Inspired Robust Out-of-Distribution Detector3 Jan 2024 0 repositories listed
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Discriminability-Driven Channel Selection for Out-of-Distribution Detection1 Jan 2024 0 repositories listed
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GROOD: Gradient-Aware Out-of-Distribution Detection22 Dec 2023 0 repositories listed
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HyperMix: Out-of-Distribution Detection and Classification in Few-Shot Settings22 Dec 2023 0 repositories listed
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PAWS-VMK: A Unified Approach To Semi-Supervised Learning And Out-of-Distribution Detection28 Nov 2023 0 repositories listed
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Model-free Test Time Adaptation for Out-Of-Distribution Detection28 Nov 2023 0 repositories listed
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Towards Few-shot Out-of-Distribution Detection20 Nov 2023 0 repositories listed
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Deep Neural Network Identification of Limnonectes Species and New Class Detection Using Image Data15 Nov 2023 0 repositories listed
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Topology-Matching Normalizing Flows for Out-of-Distribution Detection in Robot Learning11 Nov 2023 0 repositories listed
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Dual Conditioned Diffusion Models for Out-Of-Distribution Detection: Application to Fetal Ultrasound Videos1 Nov 2023 0 repositories listed
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Classifier-head Informed Feature Masking and Prototype-based Logit Smoothing for Out-of-Distribution Detection27 Oct 2023 0 repositories listed
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Contextualised Out-of-Distribution Detection using Pattern Identication24 Oct 2023 0 repositories listed
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Exploring Large Language Models for Multi-Modal Out-of-Distribution Detection12 Oct 2023 0 repositories listed
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Histogram- and Diffusion-Based Medical Out-of-Distribution Detection12 Oct 2023 0 repositories listed
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SEE-OoD: Supervised Exploration For Enhanced Out-of-Distribution Detection12 Oct 2023 0 repositories listed
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Detecting and Learning Out-of-Distribution Data in the Open world: Algorithm and Theory10 Oct 2023 0 repositories listed
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A Metacognitive Approach to Out-of-Distribution Detection for Segmentation4 Oct 2023 0 repositories listed
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OOD Aware Supervised Contrastive Learning3 Oct 2023 0 repositories listed
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Meta OOD Learning for Continuously Adaptive OOD Detection21 Sep 2023 0 repositories listed
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Enhancing Trustworthiness in ML-Based Network Intrusion Detection with Uncertainty Quantification5 Sep 2023 0 repositories listed
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Enhancing Automated and Early Detection of Alzheimer's Disease Using Out-Of-Distribution Detection4 Sep 2023 0 repositories listed
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Improving Out-of-Distribution Detection in Echocardiographic View Classication through Enhancing Semantic Features31 Aug 2023 0 repositories listed
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SupEuclid: Extremely Simple, High Quality OoD Detection with Supervised Contrastive Learning and Euclidean Distance21 Aug 2023 0 repositories listed
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Out-of-distribution multi-view auto-encoders for prostate cancer lesion detection12 Aug 2023 0 repositories listed
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Building Safe and Reliable AI systems for Safety Critical Tasks with Vision-Language Processing6 Aug 2023 0 repositories listed
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DIVERSIFY: A General Framework for Time Series Out-of-distribution Detection and Generalization4 Aug 2023 0 repositories listed
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Three Factors to Improve Out-of-Distribution Detection2 Aug 2023 0 repositories listed
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MIM-OOD: Generative Masked Image Modelling for Out-of-Distribution Detection in Medical Images27 Jul 2023 0 repositories listed
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General-Purpose Multi-Modal OOD Detection Framework24 Jul 2023 0 repositories listed
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HOOD: Real-Time Human Presence and Out-of-Distribution Detection Using FMCW Radar24 Jul 2023 0 repositories listed
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Random-Set Neural Networks (RS-NN)11 Jul 2023 0 repositories listed
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Image Background Serves as Good Proxy for Out-of-distribution Data2 Jul 2023 0 repositories listed
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Limitations of Out-of-Distribution Detection in 3D Medical Image Segmentation23 Jun 2023 0 repositories listed
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Towards Rigorous Design of OoD Detectors14 Jun 2023 0 repositories listed
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How Does Fine-Tuning Impact Out-of-Distribution Detection for Vision-Language Models?9 Jun 2023 0 repositories listed
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Exploring Simple, High Quality Out-of-Distribution Detection with L2 Normalization7 Jun 2023 0 repositories listed
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Building One-class Detector for Anything: Open-vocabulary Zero-shot OOD Detection Using Text-image Models26 May 2023 0 repositories listed
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SR-OOD: Out-of-Distribution Detection via Sample Repairing26 May 2023 0 repositories listed
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Who Needs Decoders? Efficient Estimation of Sequence-level Attributes9 May 2023 0 repositories listed
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A Survey on Out-of-Distribution Detection in NLP5 May 2023 0 repositories listed
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Out-of-distribution detection algorithms for robust insect classification2 May 2023 0 repositories listed
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Multidimensional Uncertainty Quantification for Deep Neural Networks20 Apr 2023 0 repositories listed
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Open-World Continual Learning: Unifying Novelty Detection and Continual Learning20 Apr 2023 0 repositories listed
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Unified Out-Of-Distribution Detection: A Model-Specific Perspective13 Apr 2023 0 repositories listed
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Detecting Out-of-distribution Examples via Class-conditional Impressions Reappearing17 Mar 2023 0 repositories listed
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MCROOD: Multi-Class Radar Out-Of-Distribution Detection10 Mar 2023 0 repositories listed
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Reconstruction-based Out-of-Distribution Detection for Short-Range FMCW Radar27 Feb 2023 0 repositories listed
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VRA: Variational Rectified Activation for Out-of-distribution Detection23 Feb 2023 0 repositories listed
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Using Semantic Information for Defining and Detecting OOD Inputs21 Feb 2023 0 repositories listed
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Unsupervised Layer-wise Score Aggregation for Textual OOD Detection20 Feb 2023 0 repositories listed
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Unsupervised Evaluation of Out-of-distribution Detection: A Data-centric Perspective16 Feb 2023 0 repositories listed
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Uncertainty-Estimation with Normalized Logits for Out-of-Distribution Detection15 Feb 2023 0 repositories listed
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Two-step counterfactual generation for OOD examples10 Feb 2023 0 repositories listed
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Robustness to Spurious Correlations Improves Semantic Out-of-Distribution Detection8 Feb 2023 0 repositories listed
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Cluster-aware Contrastive Learning for Unsupervised Out-of-distribution Detection6 Feb 2023 0 repositories listed
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Uncertainty-Aware Multiple-Instance Learning for Reliable Classification: Application to Optical Coherence Tomography6 Feb 2023 0 repositories listed
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Plugin estimators for selective classification with out-of-distribution detection29 Jan 2023 0 repositories listed
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Interpretable Out-Of-Distribution Detection Using Pattern Identification24 Jan 2023 0 repositories listed
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Free Lunch for Generating Effective Outlier Supervision17 Jan 2023 0 repositories listed
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Out-of-Distribution Detection with Reconstruction Error and Typicality-based Penalty24 Dec 2022 0 repositories listed
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Rainproof: An Umbrella To Shield Text Generators From Out-Of-Distribution Data18 Dec 2022 0 repositories listed
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Improving Training and Inference of Face Recognition Models via Random Temperature Scaling2 Dec 2022 0 repositories listed
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Rethinking Out-of-Distribution Detection From a Human-Centric Perspective30 Nov 2022 0 repositories listed
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Out-Of-Distribution Detection Is Not All You Need29 Nov 2022 0 repositories listed
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Beyond Mahalanobis-Based Scores for Textual OOD Detection24 Nov 2022 0 repositories listed
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Diffusion Denoising Process for Perceptron Bias in Out-of-distribution Detection21 Nov 2022 0 repositories listed
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A Benchmark for Out of Distribution Detection in Point Cloud 3D Semantic Segmentation11 Nov 2022 0 repositories listed
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Estimating Soft Labels for Out-of-Domain Intent Detection10 Nov 2022 0 repositories listed
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Interpreting deep learning output for out-of-distribution detection7 Nov 2022 0 repositories listed
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Understanding the properties and limitations of contrastive learning for Out-of-Distribution detection6 Nov 2022 0 repositories listed
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Exploring Structure-Wise Uncertainty for 3D Medical Image Segmentation1 Nov 2022 0 repositories listed
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Is Out-of-Distribution Detection Learnable?26 Oct 2022 0 repositories listed
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Uncertainty-based Meta-Reinforcement Learning for Robust Radar Tracking26 Oct 2022 0 repositories listed
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Falsehoods that ML researchers believe about OOD detection23 Oct 2022 0 repositories listed
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An out-of-distribution discriminator based on Bayesian neural network epistemic uncertainty18 Oct 2022 0 repositories listed
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Disentangling the Predictive Variance of Deep Ensembles through the Neural Tangent Kernel18 Oct 2022 0 repositories listed
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Out of Distribution Reasoning by Weakly-Supervised Disentangled Logic Variational Autoencoder18 Oct 2022 0 repositories listed
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Disentangling Confidence Score Distribution for Out-of-Domain Intent Detection with Energy-Based Learning17 Oct 2022 0 repositories listed
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Pseudo-OOD training for robust language models17 Oct 2022 0 repositories listed
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Exploiting Mixed Unlabeled Data for Detecting Samples of Seen and Unseen Out-of-Distribution Classes13 Oct 2022 0 repositories listed
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How to Enable Uncertainty Estimation in Proximal Policy Optimization7 Oct 2022 0 repositories listed
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Out-of-Distribution Detection and Selective Generation for Conditional Language Models30 Sep 2022 0 repositories listed
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Out-of-Distribution Detection for LiDAR-based 3D Object Detection28 Sep 2022 0 repositories listed
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Raising the Bar on the Evaluation of Out-of-Distribution Detection24 Sep 2022 0 repositories listed
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Linking Neural Collapse and L2 Normalization with Improved Out-of-Distribution Detection in Deep Neural Networks17 Sep 2022 0 repositories listed
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Topological Structure Learning for Weakly-Supervised Out-of-Distribution Detection16 Sep 2022 0 repositories listed
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Fine-grain Inference on Out-of-Distribution Data with Hierarchical Classification9 Sep 2022 0 repositories listed
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Improving Out-of-Distribution Detection via Epistemic Uncertainty Adversarial Training5 Sep 2022 0 repositories listed
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Identifying Out-of-Distribution Samples in Real-Time for Safety-Critical 2D Object Detection with Margin Entropy Loss1 Sep 2022 0 repositories listed
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Open-Set Semi-Supervised Object Detection29 Aug 2022 0 repositories listed
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Distance-based detection of out-of-distribution silent failures for Covid-19 lung lesion segmentation5 Aug 2022 0 repositories listed
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Curved Geometric Networks for Visual Anomaly Recognition2 Aug 2022 0 repositories listed
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Task Agnostic and Post-hoc Unseen Distribution Detection26 Jul 2022 0 repositories listed