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Energy-based Out-of-distribution Detection

8 October 2020

Papers citing "Energy-based Out-of-distribution Detection"

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Title
AdaptiveGuard: Towards Adaptive Runtime Safety for LLM-Powered Software Rui Yang Michael Fu Chakkrit Tantithamthavorn Chetan Arora Gunel Gulmammadova Joey Chua 112 0 0 21 Sep 2025
PRISM: Precision-Recall Informed Data-Free Knowledge Distillation via Generative Diffusion Xuewan He Jielei Wang Zihan Cheng Yuchen Su Shiyue Huang Guoming Lu DiffM 113 0 0 21 Sep 2025
Quantifying Self-Awareness of Knowledge in Large Language Models Yeongbin Seo Dongha Lee Jinyoung Yeo HILM 80 0 0 18 Sep 2025
Road Obstacle Video Segmentation Shyam Nandan Rai Shyamgopal Karthik Mariana-Iuliana Georgescu Barbara Caputo Carlo Masone Zeynep Akata VOS 173 0 0 16 Sep 2025
An Empirical Analysis of VLM-based OOD Detection: Mechanisms, Advantages, and Sensitivity YuXiao Lee Xiaofeng Cao Wei Ye Jiangchao Yao Jingkuan Song Heng Tao Shen MLLM 152 0 0 16 Sep 2025
Dynamic Aware: Adaptive Multi-Mode Out-of-Distribution Detection for Trajectory Prediction in Autonomous Vehicles Tongfei Guo Lili Su 104 0 0 16 Sep 2025
D $^2$ HScore: Reasoning-Aware Hallucination Detection via Semantic Breadth and Depth Analysis in LLMs Yue Ding Xiaofang Zhu Tianze Xia Junfei Wu Xinlong Chen Sihan Yang Liang Wang 76 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 298 0 0 09 Sep 2025
From Noise to Narrative: Tracing the Origins of Hallucinations in Transformers Praneet Suresh Jack Stanley Sonia Joseph Luca Scimeca Danilo Bzdok 188 1 0 08 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 124 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 205 0 0 06 Sep 2025
Prior Distribution and Model Confidence Maksim Kazanskii Artem Kasianov UQCV 191 0 0 05 Sep 2025
ANTS: Adaptive Negative Textual Space Shaping for OOD Detection via Test-Time MLLM Understanding and Reasoning Wenjie Zhu Yabin Zhang Jianfeng Dong Wenjun Zeng Lei Zhang 274 0 0 04 Sep 2025
RS-OOD: A Vision-Language Augmented Framework for Out-of-Distribution Detection in Remote Sensing Yingrui Ji Jiansheng Chen Jingbo Chen Anzhi Yue Chenhao Wang 171 0 0 02 Sep 2025
Frustratingly Easy Feature Reconstruction for Out-of-Distribution Detection YingSheng Wang Shuo Lu Jian Liang A. Zheng Ran He OODD 198 0 0 02 Sep 2025
Energy Landscapes Enable Reliable Abstention in Retrieval-Augmented Large Language Models for Healthcare Ravi Shankar Sheng Wong Lin Li Magdalena Bachmann Alex Silverthorne Beth Albert Gabriel Davis Jones 140 0 0 31 Aug 2025
Face4FairShifts: A Large Image Benchmark for Fairness and Robust Learning across Visual Domains Yumeng Lin Dong Li Xintao Wu Minglai Shao Xujiang Zhao Zhong Chen Chen Zhao CVBM OOD VLM 123 0 0 31 Aug 2025
Multi-Method Ensemble for Out-of-Distribution Detection Lucas Rakotoarivony OODD 144 0 0 29 Aug 2025
Entropy-Based Non-Invasive Reliability Monitoring of Convolutional Neural Networks Amirhossein Nazeri Wael Hafez AAML 76 0 0 29 Aug 2025
Activation Subspaces for Out-of-Distribution Detection Barış Zöngür Robin Hesse Stefan Roth OODD 152 1 0 29 Aug 2025
Decoding Memories: An Efficient Pipeline for Self-Consistency Hallucination Detection Weizhi Gao Xiaorui Liu Feiyi Wang Dan Lu Junqi Yin HILM 72 0 0 28 Aug 2025
Random forest-based out-of-distribution detection for robust lung cancer segmentation Aneesh Rangnekar Harini Veeraraghavan OOD 101 0 0 26 Aug 2025
Text Meets Topology: Rethinking Out-of-distribution Detection in Text-Rich Networks Danny Wang Ruihong Qiu Guangdong Bai Zi Huang 188 1 0 25 Aug 2025
Sharpness-Aware Geometric Defense for Robust Out-Of-Distribution Detection Jeng-Lin Li Ming-Ching Chang Wei-Chao Chen 136 0 0 24 Aug 2025
Towards Open World Detection: A Survey Andrei-Stefan Bulzan Cosmin Cernazanu-Glavan ObjD VLM 187 0 0 22 Aug 2025
Probability Density from Latent Diffusion Models for Out-of-Distribution Detection Joonas Järve Karl Kaspar Haavel Meelis Kull 128 0 0 21 Aug 2025
Semantic Energy: Detecting LLM Hallucination Beyond Entropy H. Ma Jiadong Pan Jing Liu Yan Chen Joey Tianyi Zhou Guangyu Wang Qinghua Hu Hua Wu Changqing Zhang Haifeng Wang 243 1 0 20 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 248 0 0 19 Aug 2025
SNAP-UQ: Self-supervised Next-Activation Prediction for Single-Pass Uncertainty in TinyML Ismail Lamaakal Chaymae Yahyati Khalid El Makkaoui Ibrahim Ouahbi Yassine Maleh UQCV MQ 112 2 0 18 Aug 2025
Retrieval-Augmented Prompt for OOD Detection Ruisong Han Zongbo Han Jiahao Zhang Mingyue Cheng Changqing Zhang 88 0 0 14 Aug 2025
Out-of-Distribution Detection using Counterfactual Distance Maria Stoica Francesco Leofante Alessio Lomuscio OODD 132 0 0 13 Aug 2025
OpenHAIV: A Framework Towards Practical Open-World Learning Xiang Xiang Yuwen Tan Zhuo Xu Jing Ma Jiaxin Dai Yifan Liang Hanlin Li CLL VLM 122 0 0 10 Aug 2025
Dual Prompt Learning for Adapting Vision-Language Models to Downstream Image-Text Retrieval Y. Wang Tao Wang Chenwei Tang Caiyang Yu Zhengqing Zang Mengmi Zhang Shudong Huang Jiancheng Lv VLM 87 0 0 06 Aug 2025
Pseudo-label Induced Subspace Representation Learning for Robust Out-of-Distribution Detection Tarhib Al Azad Faizul Rakib Sayem Shahana Ibrahim 125 0 0 05 Aug 2025
TRACEALIGN -- Tracing the Drift: Attributing Alignment Failures to Training-Time Belief Sources in LLMs A. Das Vinija Jain Vasu Sharma LLMSV 94 0 0 04 Aug 2025
BOOD: Boundary-based Out-Of-Distribution Data GenerationInternational Conference on Machine Learning (ICML), 2025 Qilin Liao Shuo Yang Bo Zhao Ping Luo Hengshuang Zhao 178 2 0 01 Aug 2025
A Simple and Effective Method for Uncertainty Quantification and OOD Detection Yaxin Ma Benjamin Colburn José C. Príncipe UQCV BDL 188 0 0 01 Aug 2025
COSTARR: Consolidated Open Set Technique with Attenuation for Robust Recognition Ryan Rabinowitz Steve Cruz Walter J. Scheirer Terrance Boult BDL 122 0 0 01 Aug 2025
Model Predictive Adversarial Imitation Learning for Planning from Observation Tyler Han Yanda Bao Bhaumik Mehta Gabriel Guo Anubhav Vishwakarma ... Sanghun Jung Rosario Scalise Jason Zhou Bryan Xu Byron Boots 110 1 0 29 Jul 2025
Knowledge Regularized Negative Feature Tuning of Vision-Language Models for Out-of-Distribution Detection Wenjie Zhu Yabin Zhang Xin Jin Wenjun Zeng Lei Zhang 231 0 0 26 Jul 2025
Bag of Coins: A Statistical Probe into Neural Confidence Structures Agnideep Aich Ashit Aich Md Monzur Murshed Sameera Hewage Bruce Wade UQCV 126 0 0 26 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 270 4 0 25 Jul 2025
Test-Time Canonicalization by Foundation Models for Robust Perception Utkarsh Singhal Ryan Feng Stella X. Yu Atul Prakash 205 2 0 14 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 302 2 0 14 Jul 2025
NegRefine: Refining Negative Label-Based Zero-Shot OOD Detection Amirhossein Ansari Ke Wang Pulei Xiong VLM 138 0 0 13 Jul 2025
Monitoring Risks in Test-Time Adaptation Mona Schirmer Metod Jazbec C. A. Naesseth Eric T. Nalisnick TTA 488 2 0 11 Jul 2025
Feature Bank Enhancement for Distance-based Out-of-Distribution Detection Yuhang Liu Yuefei Wu Bin Shi Bo Dong OODD 132 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 306 1 0 06 Jul 2025
Open World Object Detection: A Survey Yiming Li Yi Wang Wenqian Wang Dan Lin Bingbing Li Kim-Hui Yap ObjD 320 18 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 284 1 0 30 Jun 2025