Generalized out-of-distribution detection and beyond in vision language model era: A survey

A Miyai, J Yang, J Zhang, Y Ming, Y Lin, Q Yu… - arXiv preprint arXiv …, 2024 - arxiv.org
Detecting out-of-distribution (OOD) samples is crucial for ensuring the safety of machine
learning systems and has shaped the field of OOD detection. Meanwhile, several other …

Large language models for anomaly and out-of-distribution detection: A survey

R Xu, K Ding - arXiv preprint arXiv:2409.01980, 2024 - arxiv.org
Detecting anomalies or out-of-distribution (OOD) samples is critical for maintaining the
reliability and trustworthiness of machine learning systems. Recently, Large Language …