{"total":70,"rows":[{"id":"2204.06507","title":"Out-of-Distribution Detection with Deep Nearest Neighbors","created":"2022-04-13","cited_by_count":600,"area":null},{"id":"2210.07242","title":"OpenOOD: Benchmarking Generalized Out-of-Distribution Detection","created":"2022-10-13","cited_by_count":268,"area":null},{"id":"2205.09310","title":"Mitigating Neural Network Overconfidence with Logit Normalization","created":"2022-05-19","cited_by_count":252,"area":null},{"id":"2203.11183","title":"Masked Discrimination for Self-Supervised Learning on Point Clouds","created":"2022-03-21","cited_by_count":155,"area":null},{"id":"2303.02966","title":"Non-Parametric Outlier Synthesis","created":"2023-03-06","cited_by_count":129,"area":null},{"id":"2206.13687","title":"POEM: Out-of-Distribution Detection with Posterior Sampling","created":"2022-06-28","cited_by_count":108,"area":null},{"id":"2306.01293","title":"LoCoOp: Few-Shot Out-of-Distribution Detection via Prompt Learning","created":"2023-06-02","cited_by_count":107,"area":null},{"id":"2402.01694","title":"ARGS: Alignment as Reward-Guided Search","created":"2024-01-23","cited_by_count":103,"area":"alignment"},{"id":"2210.02025","title":"GMMSeg: Gaussian Mixture based Generative Semantic Segmentation Models","created":"2022-10-05","cited_by_count":87,"area":null},{"id":"2410.11287","title":"Process Reward Model with Q-Value Rankings","created":"2024-10-15","cited_by_count":80,"area":"lr"},{"id":"2309.13415","title":"Dream the Impossible: Outlier Imagination with Diffusion Models","created":"2023-09-23","cited_by_count":77,"area":"diffusion"},{"id":"2403.20078","title":"Negative Label Guided OOD Detection with Pretrained Vision-Language Models","created":"2024-03-29","cited_by_count":66,"area":"mllm"},{"id":"2402.03502","title":"How Does Unlabeled Data Provably Help Out-of-Distribution Detection?","created":"2024-02-05","cited_by_count":36,"area":null},{"id":"2407.21794","title":"Generalized Out-of-Distribution Detection and Beyond in Vision Language Model Era: A Survey","created":"2024-07-31","cited_by_count":36,"area":"mllm"},{"id":"2208.13930","title":"SAFE: Sensitivity-Aware Features for Out-of-Distribution Object Detection","created":"2022-08-29","cited_by_count":33,"area":null},{"id":"2305.03236","title":"A Survey on Out-of-Distribution Detection in NLP","created":"2023-05-05","cited_by_count":31,"area":null},{"id":"2303.13769","title":"Unknown Sniffer for Object Detection: Don't Turn a Blind Eye to Unknown Objects","created":"2023-03-24","cited_by_count":23,"area":null},{"id":"2407.08966","title":"LAPT: Label-driven Automated Prompt Tuning for OOD Detection with Vision-Language Models","created":"2024-07-12","cited_by_count":21,"area":"mllm"},{"id":"2503.06166","title":"Secure On-Device Video OOD Detection Without Backpropagation","created":"2025-03-08","cited_by_count":19,"area":null},{"id":"2302.07106","title":"Normalizing Flow based Feature Synthesis for Outlier-Aware Object Detection","created":"2023-02-01","cited_by_count":16,"area":null},{"id":"2410.20149","title":"AdaNeg: Adaptive Negative Proxy Guided OOD Detection with Vision-Language Models","created":"2024-10-26","cited_by_count":16,"area":"mllm"},{"id":"2309.01488","title":"On the use of Mahalanobis distance for out-of-distribution detection with neural networks for medical imaging","created":"2023-09-04","cited_by_count":15,"area":null},{"id":"2312.14452","title":"How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection?","created":"2023-12-22","cited_by_count":15,"area":null},{"id":"2405.07865","title":"AnoVox: A Benchmark for Multimodal Anomaly Detection in Autonomous Driving","created":"2024-05-13","cited_by_count":14,"area":null},{"id":"2403.14442","title":"RoDLA: Benchmarking the Robustness of Document Layout Analysis Models","created":"2024-03-21","cited_by_count":13,"area":null},{"id":"2410.11301","title":"Open World Object Detection: A Survey","created":"2024-10-15","cited_by_count":13,"area":null},{"id":"2210.17258","title":"Teacher-Student Network for 3D Point Cloud Anomaly Detection with Few Normal Samples","created":"2022-10-31","cited_by_count":12,"area":"distill"},{"id":"2309.12780","title":"LMC: Large Model Collaboration with Cross-assessment for Training-Free Open-Set Object Recognition","created":"2023-09-22","cited_by_count":10,"area":null},{"id":"2409.05162","title":"Can OOD Object Detectors Learn from Foundation Models?","created":"2024-09-08","cited_by_count":10,"area":null},{"id":"2311.16420","title":"Model-free Test Time Adaptation for Out-Of-Distribution Detection","created":"2023-11-28","cited_by_count":9,"area":null},{"id":"2404.04865","title":"On the Learnability of Out-of-distribution Detection","created":"2024-04-07","cited_by_count":8,"area":null},{"id":"2212.07773","title":"Runtime Monitoring for Out-of-Distribution Detection in Object Detection Neural Networks","created":"2022-12-15","cited_by_count":7,"area":null},{"id":"2308.05701","title":"Exploring the Potential of World Models for Anomaly Detection in Autonomous Driving","created":"2023-08-10","cited_by_count":7,"area":"wm"},{"id":"2308.06072","title":"Out-of-Distribution Detection for Monocular Depth Estimation","created":"2023-08-11","cited_by_count":7,"area":null},{"id":"2311.06481","title":"Topology-Matching Normalizing Flows for Out-of-Distribution Detection in Robot Learning","created":"2023-11-11","cited_by_count":7,"area":null},{"id":"2305.03237","title":"Out-of-Domain Intent Detection Considering Multi-Turn Dialogue Contexts","created":"2023-05-05","cited_by_count":6,"area":null},{"id":"2310.17163","title":"Low-Dimensional Gradient Helps Out-of-Distribution Detection","created":"2023-10-26","cited_by_count":6,"area":null},{"id":"2403.01172","title":"Run-time Introspection of 2D Object Detection in Automated Driving Systems Using Learning Representations","created":"2024-03-02","cited_by_count":6,"area":null},{"id":"2405.18635","title":"When and How Does In-Distribution Label Help Out-of-Distribution Detection?","created":"2024-05-28","cited_by_count":6,"area":null},{"id":"2408.07772","title":"Out-of-Distribution Learning with Human Feedback","created":"2024-08-14","cited_by_count":6,"area":"alignment"},{"id":"2310.00847","title":"Can Pre-trained Networks Detect Familiar Out-of-Distribution Data?","created":"2023-10-02","cited_by_count":4,"area":null},{"id":"2402.10062","title":"Optimal Parameter and Neuron Pruning for Out-of-Distribution Detection","created":"2024-02-04","cited_by_count":4,"area":null},{"id":"2407.15763","title":"Towards Open-World Object-based Anomaly Detection via Self-Supervised Outlier Synthesis","created":"2024-07-22","cited_by_count":4,"area":null},{"id":"2502.03323","title":"Out-of-Distribution Detection using Synthetic Data Generation","created":"2025-02-05","cited_by_count":4,"area":"synth"},{"id":"2503.22285","title":"RUNA: Object-level Out-of-Distribution Detection via Regional Uncertainty Alignment of Multimodal Representations","created":"2025-03-28","cited_by_count":4,"area":null},{"id":"2507.19847","title":"Knowledge Regularized Negative Feature Tuning of Vision-Language Models for Out-of-Distribution Detection","created":"2025-07-26","cited_by_count":4,"area":"mllm"},{"id":"2410.08491","title":"Edge Case Detection in Automated Driving: Methods, Challenges, and Future Directions","created":"2024-10-11","cited_by_count":2,"area":null},{"id":"2412.01596","title":"FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection","created":"2024-12-02","cited_by_count":2,"area":null},{"id":"2510.06505","title":"Medix: Out-of-Distribution Detection from Unlabeled Wild Data via Robust Gradient Statistics","created":"2025-10-07","cited_by_count":2,"area":null},{"id":"2603.29954","title":"Detecting Unknown Objects via Energy-based Separation for Open World Object Detection","created":"2026-03-31","cited_by_count":2,"area":null},{"id":"2307.13069","title":"General-Purpose Multi-Modal OOD Detection Framework","created":"2023-07-24","cited_by_count":1,"area":null},{"id":"2311.13959","title":"RankFeat&RankWeight: Rank-1 Feature/Weight Removal for Out-of-distribution Detection","created":"2023-11-23","cited_by_count":1,"area":null},{"id":"2410.23883","title":"'No' Matters: Out-of-Distribution Detection in Multimodality Long Dialogue","created":"2024-10-31","cited_by_count":1,"area":null},{"id":"2501.10202","title":"Provably Safeguarding a Classifier from OOD and Adversarial Samples: an Extreme Value Theory Approach","created":"2025-01-17","cited_by_count":1,"area":null},{"id":"2505.12952","title":"LoD: Loss-difference OOD Detection by Intentionally Label-Noisifying Unlabeled Wild Data","created":"2025-05-19","cited_by_count":1,"area":null},{"id":"2508.21080","title":"2COOOL: 2nd Workshop on the Challenge Of Out-Of-Label Hazards in Autonomous Driving","created":"2025-08-18","cited_by_count":1,"area":"driving"},{"id":"2207.08782","title":"Instance-Aware Observer Network for Out-of-Distribution Object Segmentation","created":"2022-07-18","cited_by_count":0,"area":null},{"id":"2401.03846","title":"UOD: Unseen Object Detection in 3D Point Cloud","created":"2024-01-08","cited_by_count":0,"area":null},{"id":"2404.10865","title":"OSR-ViT: A Simple and Modular Framework for Open-Set Object Detection and Discovery","created":"2024-04-16","cited_by_count":0,"area":null},{"id":"2408.00193","title":"Resilience and Security of Deep Neural Networks Against Intentional and Unintentional Perturbations: Survey and Research Challenges","created":"2024-07-31","cited_by_count":0,"area":null},{"id":"2411.04586","title":"On the Inherent Robustness of One-Stage Object Detection against Out-of-Distribution Data","created":"2024-11-07","cited_by_count":0,"area":null},{"id":"2507.13085","title":"Decoupled PROB: Decoupled Query Initialization Tasks and Objectness-Class Learning for Open World Object Detection","created":"2025-07-17","cited_by_count":0,"area":null},{"id":"2508.10556","title":"Retrieval-Augmented Prompt for OOD Detection","created":"2025-08-14","cited_by_count":0,"area":"rag"},{"id":"2508.16527","title":"Towards Open World Detection: A Survey","created":"2025-08-22","cited_by_count":0,"area":null},{"id":"2509.18693","title":"MVT: Mask-Grounded Vision-Language Models for Taxonomy-Aligned Land-Cover Tagging","created":"2025-09-23","cited_by_count":0,"area":"mllm"},{"id":"2602.02409","title":"Catalyst: Out-of-Distribution Detection via Elastic Scaling","created":"2026-02-02","cited_by_count":0,"area":null},{"id":"2603.08180","title":"ALOOD: Exploiting Language Representations for LiDAR-based Out-of-Distribution Object Detection","created":"2026-03-09","cited_by_count":0,"area":null},{"id":"2603.16122","title":"Out-of-Distribution Object Detection in Street Scenes via Synthetic Outlier Exposure and Transfer Learning","created":"2026-03-17","cited_by_count":0,"area":null},{"id":"2605.02284","title":"Beyond Known Objects: A Novel Framework for Open-Set Object Detection using Negative-Aware Norm","created":"2026-05-04","cited_by_count":0,"area":null},{"id":"2606.22537","title":"NegAS: Negative Label Guided Attention and Scoring for Out-of-Distribution Object Detection with Vision-Language Models","created":"2026-06-21","cited_by_count":0,"area":"mllm"}],"next_cursor":null}