Browse State-of-the-Art › Out-of-Distribution Detection › Papers, page 6
Out-of-Distribution Detection
Papers archive 2025-07-28
archive papers tagged: 888 · with a code link: 438 · where Syntology ran a sample: 181 (146 with a run with no instrument failure, 35 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (181 of 888 tagged: 146 with a run with no instrument failure, 35 where every run was a failure of Syntology's instrument)
Page 6 of 9: papers 501 to 600 of 888, 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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'No' Matters: Out-of-Distribution Detection in Multimodality Long Dialogue31 Oct 2024 0 repositories listed
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Integrating uncertainty quantification into randomized smoothing based robustness guarantees27 Oct 2024 0 repositories listed
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A Survey of Uncertainty Estimation in LLMs: Theory Meets Practice20 Oct 2024 0 repositories listed
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Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation19 Oct 2024 0 repositories listed
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Uncertainty Estimation and Out-of-Distribution Detection for LiDAR Scene Semantic Segmentation11 Oct 2024 0 repositories listed
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Prototype-based Optimal Transport for Out-of-Distribution Detection10 Oct 2024 0 repositories listed
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Adaptive Label Smoothing for Out-of-Distribution Detection8 Oct 2024 0 repositories listed
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Toward a Holistic Evaluation of Robustness in CLIP Models2 Oct 2024 0 repositories listed
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Learning Multi-Manifold Embedding for Out-Of-Distribution Detection19 Sep 2024 0 repositories listed
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Beyond Perceptual Distances: Rethinking Disparity Assessment for Out-of-Distribution Detection with Diffusion Models16 Sep 2024 0 repositories listed
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Enhancing Outlier Knowledge for Few-Shot Out-of-Distribution Detection with Extensible Local Prompts7 Sep 2024 0 repositories listed Syntology 11 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 4 where Syntology's instrument failed) · 2 unverified (of 13 harvested samples) · 13 pointer-only (licence)
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Resultant: Incremental Effectiveness on Likelihood for Unsupervised Out-of-Distribution Detection5 Sep 2024 0 repositories listed
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Better Verified Explanations with Applications to Incorrectness and Out-of-Distribution Detection4 Sep 2024 0 repositories listed
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(Implicit) Ensembles of Ensembles: Epistemic Uncertainty Collapse in Large Models4 Sep 2024 0 repositories listed
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DNN-GDITD: Out-of-distribution detection via Deep Neural Network based Gaussian Descriptor for Imbalanced Tabular Data2 Sep 2024 0 repositories listed
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Hierarchical Visual Categories Modeling: A Joint Representation Learning and Density Estimation Framework for Out-of-Distribution Detection28 Aug 2024 0 repositories listed
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Diffusion based Semantic Outlier Generation via Nuisance Awareness for Out-of-Distribution Detection27 Aug 2024 0 repositories listed
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Class-balanced Open-set Semi-supervised Object Detection for Medical Images22 Aug 2024 0 repositories listed
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Low-Quality Image Detection by Hierarchical VAE20 Aug 2024 0 repositories listed
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Flexible Bayesian Last Layer Models Using Implicit Priors and Diffusion Posterior Sampling7 Aug 2024 0 repositories listed
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Mitral Regurgitation Recognition based on Unsupervised Out-of-Distribution Detection with Residual Diffusion Amplification31 Jul 2024 0 repositories listed
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TTA-OOD: Test-time Augmentation for Improving Out-of-Distribution Detection in Gastrointestinal Vision19 Jul 2024 0 repositories listed
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Are We Ready for Out-of-Distribution Detection in Digital Pathology?18 Jul 2024 0 repositories listed
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Out-of-Distribution Detection through Soft Clustering with Non-Negative Kernel Regression18 Jul 2024 0 repositories listed
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Improving Out-of-Distribution Detection by Combining Existing Post-hoc Methods9 Jul 2024 0 repositories listed
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Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks2 Jul 2024 0 repositories listed
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Exploring Energy-Based Models for Out-of-Distribution Detection in Dialect Identification26 Jun 2024 0 repositories listed
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Exploiting Diffusion Prior for Out-of-Distribution Detection16 Jun 2024 0 repositories listed
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How Out-of-Distribution Detection Learning Theory Enhances Transformer: Learnability and Reliability13 Jun 2024 0 repositories listed
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FOOD: Facial Authentication and Out-of-Distribution Detection with Short-Range FMCW Radar6 Jun 2024 0 repositories listed
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Regularized KL-Divergence for Well-Defined Function-Space Variational Inference in Bayesian neural networks6 Jun 2024 0 repositories listed
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Situation Monitor: Diversity-Driven Zero-Shot Out-of-Distribution Detection using Budding Ensemble Architecture for Object Detection5 Jun 2024 0 repositories listed
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Iterative Deployment Exposure for Unsupervised Out-of-Distribution Detection4 Jun 2024 0 repositories listed
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Towards Out-of-Distribution Detection in Vocoder Recognition via Latent Feature Reconstruction4 Jun 2024 0 repositories listed
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28 May 2024 0 repositories listed Syntology 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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Probabilistic Contrastive Learning with Explicit Concentration on the Hypersphere26 May 2024 0 repositories listed
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Dual-Adapter: Training-free Dual Adaptation for Few-shot Out-of-Distribution Detection25 May 2024 0 repositories listed
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Credal Wrapper of Model Averaging for Uncertainty Estimation in Classification23 May 2024 0 repositories listed
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A Unified Approach Towards Active Learning and Out-of-Distribution Detection18 May 2024 0 repositories listed
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Tree-based Ensemble Learning for Out-of-distribution Detection5 May 2024 0 repositories listed
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Technical report on target classification in SAR track3 May 2024 0 repositories listed
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Language-Enhanced Latent Representations for Out-of-Distribution Detection in Autonomous Driving2 May 2024 0 repositories listed
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Deep Metric Learning-Based Out-of-Distribution Detection with Synthetic Outlier Exposure1 May 2024 0 repositories listed
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Out-of-distribution Detection in Medical Image Analysis: A survey28 Apr 2024 0 repositories listed
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Out-of-Distribution Detection using Maximum Entropy Coding25 Apr 2024 0 repositories listed
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Toward a Realistic Benchmark for Out-of-Distribution Detection16 Apr 2024 0 repositories listed
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Epistemic Uncertainty Quantification For Pre-trained Neural Network15 Apr 2024 0 repositories listed
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On the Learnability of Out-of-distribution Detection7 Apr 2024 0 repositories listed
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Focused Active Learning for Histopathological Image Classification6 Apr 2024 0 repositories listed
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CT-3DFlow : Leveraging 3D Normalizing Flows for Unsupervised Detection of Pathological Pulmonary CT scans27 Mar 2024 0 repositories listed
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Out-of-Distribution Detection via Deep Multi-Comprehension Ensemble24 Mar 2024 0 repositories listed
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Hypothesis-Driven Deep Learning for Out of Distribution Detection21 Mar 2024 0 repositories listed
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Out-of-Distribution Detection Using Peer-Class Generated by Large Language Model20 Mar 2024 0 repositories listed
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Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?)18 Mar 2024 0 repositories listed
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Variational Sampling of Temporal Trajectories18 Mar 2024 0 repositories listed
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Enhancing Out-of-Distribution Detection with Multitesting-based Layer-wise Feature Fusion16 Mar 2024 0 repositories listed
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Energy Correction Model in the Feature Space for Out-of-Distribution Detection15 Mar 2024 0 repositories listed
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Extracting Explanations, Justification, and Uncertainty from Black-Box Deep Neural Networks13 Mar 2024 0 repositories listed
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Towards a Framework for Deep Learning Certification in Safety-Critical Applications Using Inherently Safe Design and Run-Time Error Detection12 Mar 2024 0 repositories listed
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COOD: Combined out-of-distribution detection using multiple measures for anomaly & novel class detection in large-scale hierarchical classification11 Mar 2024 0 repositories listed
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Out-of-distribution Partial Label Learning11 Mar 2024 0 repositories listed
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Advancing Out-of-Distribution Detection through Data Purification and Dynamic Activation Function Design6 Mar 2024 0 repositories listed
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Towards Out-of-Distribution Detection for breast cancer classification in Point-of-Care Ultrasound Imaging29 Feb 2024 0 repositories listed
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Out-of-Distribution Detection using Neural Activation Prior28 Feb 2024 0 repositories listed
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ConjNorm: Tractable Density Estimation for Out-of-Distribution Detection27 Feb 2024 0 repositories listed
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EndoOOD: Uncertainty-aware Out-of-distribution Detection in Capsule Endoscopy Diagnosis18 Feb 2024 0 repositories listed
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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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TriAug: Out-of-Distribution Detection for Imbalanced Breast Lesion in Ultrasound12 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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Optimal Parameter and Neuron Pruning for Out-of-Distribution Detection4 Feb 2024 0 repositories listed
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Evaluation of Out-of-Distribution Detection Performance on Autonomous Driving Datasets30 Jan 2024 0 repositories listed
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Robust Anomaly Detection for Particle Physics Using Multi-Background Representation Learning16 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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CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks10 Jan 2024 0 repositories listed
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Accurate and Scalable Estimation of Epistemic Uncertainty for Graph Neural Networks7 Jan 2024 0 repositories listed
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CORES: Convolutional Response-based Score for Out-of-distribution Detection1 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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Epistemic Uncertainty Quantification For Pre-Trained Neural Networks1 Jan 2024 0 repositories listed
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Unifying Self-Supervised Clustering and Energy-Based Models30 Dec 2023 0 repositories listed
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GROOD: Gradient-Aware Out-of-Distribution Detection22 Dec 2023 0 repositories listed
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How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection?22 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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HAROOD: Human Activity Classification and Out-of-Distribution Detection with Short-Range FMCW Radar14 Dec 2023 0 repositories listed
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Managing the unknown: a survey on Open Set Recognition and tangential areas14 Dec 2023 0 repositories listed
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Stochastic Vision Transformers with Wasserstein Distance-Aware Attention30 Nov 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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ExCeL : Combined Extreme and Collective Logit Information for Enhancing Out-of-Distribution Detection23 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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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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Mahalanobis-Aware Training for Out-of-Distribution Detection1 Nov 2023 0 repositories listed
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Can input reconstruction be used to directly estimate uncertainty of a regression U-Net model? -- Application to proton therapy dose prediction for head and neck cancer patients30 Oct 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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Unveiling the Potential of Probabilistic Embeddings in Self-Supervised Learning27 Oct 2023 0 repositories listed
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Likelihood-based Out-of-Distribution Detection with Denoising Diffusion Probabilistic Models26 Oct 2023 0 repositories listed
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Low-Dimensional Gradient Helps Out-of-Distribution Detection26 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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Predict the Future from the Past? On the Temporal Data Distribution Shift in Financial Sentiment Classifications19 Oct 2023 0 repositories listed
Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.