Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
What If the Input is Expanded in OOD Detection?
Authors: Boxuan Zhang, Jianing Zhu, Zengmao Wang, Tongliang Liu, Bo Du, Bo Han
NeurIPS 2024 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Extensive experiments and analyses have been conducted to understand and verify the effectiveness of Co Ver. |
| Researcher Affiliation | Academia | 1School of Computer Science, Wuhan University 2TMLR Group, Department of Computer Science, Hong Kong Baptist University 3Sydney AI Center, The University of Sydney 4RIKEN Center for Advanced Intelligence Project |
| Pseudocode | No | The paper does not include any explicitly labeled pseudocode or algorithm blocks. |
| Open Source Code | Yes | The code is publicly available at: https://github.com/tmlr-group/Co Ver. |
| Open Datasets | Yes | Following previous work [1, 31], we adopt the Image Net-1K OOD benchmark [24], which uses the Image Net-1K [14] as ID data and i Naturalist [49], SUN [55], Places [60], and Textures [7] as OOD data. |
| Dataset Splits | Yes | To select the most effective corruption types for each method, we use SVHN [37] as the validation set. |
| Hardware Specification | Yes | All experiments are conducted on NVIDIA Ge Force RTX 3090 GPUs with Python 3.10 and Py Torch 2.2. |
| Software Dependencies | Yes | All experiments are conducted on NVIDIA Ge Force RTX 3090 GPUs with Python 3.10 and Py Torch 2.2. |
| Experiment Setup | Yes | By default, we use the Co Ver score in the max-softmax form and set τ = 1 as the temperature. |