Out-of-Distribution Detection

OODD

Identifies inputs that differ from the training data distribution. Enhances model safety and reliability in real-world applications.

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Aggregation Hides Out-of-Distribution Generalization Failures from Spurious Correlations Olawale Salaudeen Haoran Zhang Kumail Alhamoud Sara Beery Marzyeh Ghassemi OODD 52 0 0 28 Oct 2025
DEEDEE: Fast and Scalable Out-of-Distribution Dynamics Detection Tala Aljaafari Varun Kanade Philip Torr Christian Schroeder de Witt OODD OffRL 40 0 0 24 Oct 2025
Distributionally Robust Feature Selection Maitreyi Swaroop Tamar Krishnamurti Bryan Wilder OODD 46 0 0 24 Oct 2025
Revisiting Logit Distributions for Reliable Out-of-Distribution Detection Jiachen Liang Ruibing Hou Minyang Hu Hong Chang Shiguang Shan Xilin Chen OODD 53 0 0 23 Oct 2025
Learning from the Best, Differently: A Diversity-Driven Rethinking on Data Selection Hongyi He Xiao Liu Zhenghao Lin Mingni Tang Y. Cheng Jintao Wang W. Li Peng Cheng Yeyun Gong OODD 36 0 0 21 Oct 2025
Benchmarking Out-of-Distribution Detection for Plankton Recognition: A Systematic Evaluation of Advanced Methods in Marine Ecological Monitoring Yingzi Han Jiakai He Chuanlong Xie Jianping Li OODD 0 0 0 20 Oct 2025
Redundancy-Aware Test-Time Graph Out-of-Distribution Detection Yue Hou He Zhu Ruomei Liu Yingke Su Junran Wu Ke Xu OODD 44 0 0 16 Oct 2025
Local Background Features Matter in Out-of-Distribution Detection Jinlun Ye Zhuohao Sun Yiqiao Qiu Qiu Li Zhijun Tan Ruixuan Wang OODD 40 0 0 14 Oct 2025
Equipping Vision Foundation Model with Mixture of Experts for Out-of-Distribution Detection Shizhen Zhao Jiahui Liu Xin Wen Haoru Tan Xiaojuan Qi OODD VLM 45 0 0 12 Oct 2025
Out-of-Distribution Generalization in Climate-Aware Yield Prediction with Earth Observation Data Aditya Chakravarty OODD 92 29 0 08 Oct 2025
Spectrum Tuning: Post-Training for Distributional Coverage and In-Context Steerability Taylor Sorensen Benjamin Newman Jared Moore Chan Young Park Jillian R. Fisher Niloofar Mireshghallah L. Jiang Yejin Choi OODD 32 2 0 07 Oct 2025
Human Texts Are Outliers: Detecting LLM-generated Texts via Out-of-distribution Detection Cong Zeng Shengkun Tang Yuanzhou Chen Zhiqiang Shen Wenchao Yu Xujiang Zhao H. Chen Wei Cheng zhiqiang xu DeLMO OODD 40 1 0 07 Oct 2025
Mysteries of the Deep: Role of Intermediate Representations in Out of Distribution Detection I. M. De la Jara C. Rodriguez-Opazo D. Teney D. Ranasinghe E. Abbasnejad OODD 93 0 0 07 Oct 2025
Causally Guided Gaussian Perturbations for Out-Of-Distribution Generalization in Medical Imaging Haoran Pei Yuguang Yang Kexin Liu Baochang Zhang OOD OODD CML MedIm 25 0 0 30 Sep 2025
ResAD++: Towards Class Agnostic Anomaly Detection via Residual Feature Learning Xincheng Yao Chao Shi Muming Zhao Guangtao Zhai Chongyang Zhang OODD 16 0 0 28 Sep 2025
Factor Decorrelation Enhanced Data Removal from Deep Predictive Models Wenhao Yang Lin Li Xiaohui Tao Kaize Shi OODD 40 0 0 27 Sep 2025
Long-Tailed Out-of-Distribution Detection with Refined Separate Class Learning Shuai Feng Yuxin Ge Yuntao Du Mingcai Chen Chongjun Wang Lei Feng OODD 111 0 0 21 Sep 2025
On the Out-of-Distribution Backdoor Attack for Federated Learning Jiahao Xu Zikai Zhang Rui Hu OODD AAML 84 0 0 16 Sep 2025
Deceptive Risk Minimization: Out-of-Distribution Generalization by Deceiving Distribution Shift Detectors Anirudha Majumdar OODD OOD 29 0 0 15 Sep 2025
Logit Mixture Outlier Exposure for Fine-grained Out-of-Distribution Detection Akito Shinohara Kohei Fukuda Hiroaki Aizawa OODD 38 0 0 15 Sep 2025
Prompt Optimization Meets Subspace Representation Learning for Few-shot Out-of-Distribution Detection Faizul Rakib Sayem Shahana Ibrahim OODD VLM 71 0 0 09 Sep 2025
ACE and Diverse Generalization via Selective Disagreement Oliver Daniels Stuart Armstrong Alexandre Maranhao Mahirah Fairuz Rahman Benjamin M. Marlin Rebecca Gorman OODD 78 0 0 09 Sep 2025
Tackling the Noisy Elephant in the Room: Label Noise-robust Out-of-Distribution Detection via Loss Correction and Low-rank Decomposition Tarhib Al Azad Shahana Ibrahim OODD 20 0 0 08 Sep 2025
DCV-ROOD Evaluation Framework: Dual Cross-Validation for Robust Out-of-Distribution Detection Arantxa Urrea-Castaño Nicolás Segura-Kunsagi Juan Luis Suárez-Díaz Rosana Montes F. Herrera OODD 49 0 0 06 Sep 2025
Frustratingly Easy Feature Reconstruction for Out-of-Distribution Detection YingSheng Wang Shuo Lu Jian Liang A. Zheng Ran He OODD 74 0 0 02 Sep 2025
Activation Subspaces for Out-of-Distribution Detection Barış Zöngür Robin Hesse Stefan Roth OODD 40 0 0 29 Aug 2025
Multi-Method Ensemble for Out-of-Distribution Detection Lucas Rakotoarivony OODD 48 0 0 29 Aug 2025
ERIS: An Energy-Guided Feature Disentanglement Framework for Out-of-Distribution Time Series Classification Xin Wu Fei Teng Ji Zhang Xingwang Li Yuxuan Liang OODD 117 0 0 19 Aug 2025
2COOOL: 2nd Workshop on the Challenge Of Out-Of-Label Hazards in Autonomous Driving Ali AlShami Ryan Rabinowitz Maged Shoman Jianwu Fang Lukas Picek ... Khang Nhut Lam Nachiket Kamod Lei-lei Li Jugal Kalita Terrance Boult OODD 72 0 0 18 Aug 2025
M3OOD: Automatic Selection of Multimodal OOD Detectors Yuehan Qin Li Li Defu Cao Tiankai Yang Yue Zhao OODD 72 0 0 16 Aug 2025
Out-of-Distribution Detection using Counterfactual Distance Maria Stoica Francesco Leofante Alessio Lomuscio OODD 52 0 0 13 Aug 2025
Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Marc Hölle Walter Kellermann Vasileios Belagiannis OODD UQCV 66 0 0 01 Aug 2025
COOkeD: Ensemble-based OOD detection in the era of zero-shot CLIP Galadrielle Humblot-Renaux Gianni Franchi Sergio Escalera T. Moeslund VLM OOD OODD 73 0 0 30 Jul 2025
Handling Out-of-Distribution Data: A SurveyIEEE Transactions on Knowledge and Data Engineering (TKDE), 2025 L. Tamang Mohamed Reda Bouadjenek Richard Dazeley S. Aryal OOD OODD 96 2 0 25 Jul 2025
Steering Out-of-Distribution Generalization with Concept Ablation Fine-Tuning Helena Casademunt Caden Juang Adam Karvonen Samuel Marks Senthooran Rajamanoharan Neel Nanda OODD LLMSV 81 7 0 22 Jul 2025
Synthesizing Near-Boundary OOD Samples for Out-of-Distribution Detection Jinglun Li Kaixun Jiang Zhaoyu Chen Bo Lin Yao Tang Weifeng Ge Wenqiang Zhang OODD 194 0 0 14 Jul 2025
Feature Bank Enhancement for Distance-based Out-of-Distribution Detection Yuhang Liu Yuefei Wu Bin Shi Bo Dong OODD 68 0 0 11 Jul 2025
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution Detection Xinhua Lu Runhe Lai Yanqi Wu Kanghao Chen Wei-Shi Zheng Ruixuan Wang OODD VPVLM VLM 60 1 0 06 Jul 2025
Out-of-Distribution Detection Methods Answer the Wrong Questions Yucen Lily Li Daohan Lu Polina Kirichenko Shikai Qiu Tim G. J. Rudner C. Bayan Bruss Andrew Gordon Wilson OOD OODD 38 3 0 02 Jul 2025
Distributed Training under Packet Loss Erez Weintraub Ron Banner Ariel Orda OODD 29 0 0 02 Jul 2025
Gradient Short-Circuit: Efficient Out-of-Distribution Detection via Feature Intervention Jiawei Gu Ziyue Qiao Zechao Li OODD 92 1 0 02 Jul 2025
Detecting What Matters: A Novel Approach for Out-of-Distribution 3D Object Detection in Autonomous Vehicles Menna Taha Aya Ahmed Mohammed Karmoose Yasser Gadallah OODD 23 0 0 01 Jul 2025
Out-of-Distribution Detection with Adaptive Top-K Logits Integration Hikaru Shijo Yutaka Yoshihama Kenichi Yadani Norifumi Murata OODD 28 0 0 01 Jul 2025
Out-of-distribution detection in 3D applications: a review Zizhao Li Xueyang Kang Joseph West Kourosh Khoshelham OODD 36 1 0 01 Jul 2025
Spurious-Aware Prototype Refinement for Reliable Out-of-Distribution Detection Reihaneh Zohrabi Hosein Hasani M. Baghshah Anna Rohrbach Marcus Rohrbach M. Rohban OODD 86 1 0 30 Jun 2025
SODA: Out-of-Distribution Detection in Domain-Shifted Point Clouds via Neighborhood Propagation Adam Goodge Xun Xu Bryan Hooi Wee Siong Ng Jingyi Liao Yongyi Su Xulei Yang OODD 43 0 0 27 Jun 2025
Generative Adversarial Evasion and Out-of-Distribution Detection for UAV Cyber-Attacks Deepak Kumar Panda Weisi Guo AAML OODD 64 1 0 26 Jun 2025
DiMPLe -- Disentangled Multi-Modal Prompt Learning: Enhancing Out-Of-Distribution Alignment with Invariant and Spurious Feature Separation Umaima Rahman Mohammad Yaqub Dwarikanath Mahapatra OODD VLM 33 2 0 26 Jun 2025
Adaptive Multi-prompt Contrastive Network for Few-shot Out-of-distribution Detection Xiang Fang Arvind Easwaran Blaise Genest OODD 20 1 0 21 Jun 2025
LAION-C: An Out-of-Distribution Benchmark for Web-Scale Vision Models Fanfei Li Thomas Klein Wieland Brendel Robert Geirhos Roland S. Zimmermann OODD 119 3 0 20 Jun 2025

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