"zero-shot detection" Papers

13 papers found

AI as Humanity’s Salieri: Quantifying Linguistic Creativity of Language Models via Systematic Attribution of Machine Text against Web Text

Ximing Lu, Melanie Sclar, Skyler Hallinan et al.

ICLR 2025arXiv:2410.04265
33
citations

DNA-DetectLLM: Unveiling AI-Generated Text via a DNA-Inspired Mutation-Repair Paradigm

Xiaowei Zhu, Yubing Ren, Fang Fang et al.

NEURIPS 2025spotlightarXiv:2509.15550

Forensic Self-Descriptions Are All You Need for Zero-Shot Detection, Open-Set Source Attribution, and Clustering of AI-generated Images

Tai Nguyen, Aref Azizpour, Matthew Stamm

CVPR 2025arXiv:2503.21003
2
citations

Manifold Induced Biases for Zero-shot and Few-shot Detection of Generated Images

Jonathan Brokman, Amit Giloni, Omer Hofman et al.

ICLR 2025arXiv:2504.15470
5
citations

MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Xuannan Liu, Zekun Li, Pei Li et al.

ICLR 2025arXiv:2406.08772
49
citations

Roboflow100-VL: A Multi-Domain Object Detection Benchmark for Vision-Language Models

Matvei Popov, Peter Robicheaux, Anish Madan et al.

NEURIPS 2025arXiv:2505.20612
17
citations

Short-PHD: Detecting Short LLM-generated Text with Topological Data Analysis After Off-topic Content Insertion

Dongjun Wei, Minjia Mao, Xiao Fang et al.

COLM 2025paperarXiv:2504.02873
3
citations

Towards In-the-wild 3D Plane Reconstruction from a Single Image

Jiachen Liu, Rui Yu, Sili Chen et al.

CVPR 2025highlightarXiv:2506.02493
6
citations

X-Mahalanobis: Transformer Feature Mixing for Reliable OOD Detection

Tong Wei, Bolin Wang, Jiang-Xin Shi et al.

NEURIPS 2025

Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model

Runheng Liu, Heyan Huang, Xingchen Xiao et al.

NEURIPS 2025

Envisioning Outlier Exposure by Large Language Models for Out-of-Distribution Detection

Chentao Cao, Zhun Zhong, Zhanke Zhou et al.

ICML 2024arXiv:2406.00806
28
citations

Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Abhimanyu Hans, Avi Schwarzschild, Valeriia Cherepanova et al.

ICML 2024arXiv:2401.12070
225
citations

Zero-Shot Aerial Object Detection with Visual Description Regularization

Chenyu Lin, Zhengqing Zang, Chenwei Tang et al.

AAAI 2024paperarXiv:2402.18233
20
citations