Baozheng Zhang — accepted AI-conference papers

2024

OpenVNA: A Framework for Analyzing the Behavior of Multimodal Language Understanding System under Noisy Scenarios

Ziqi Yuan, Baozheng Zhang, Hua Xu, Zhiyun Liang, Kai Gao

ACL 2024system demonstrations

We present OpenVNA, an open-source framework designed for analyzing the behavior of multimodal language understanding systems under noisy conditions. OpenVNA serves as an intuitive toolkit tailored for researchers, facilitating convenience batch-level robustness evaluation and on-the-fly instance-le…

Cited by 0 Source ↗PDF ↗code ↗Scholar ↗

2023

Robust-MSA: Understanding the Impact of Modality Noise on Multimodal Sentiment Analysis

Huisheng Mao, Baozheng Zhang, Hua Xu, Ziqi Yuan, Yihe Liu

AAAI 2023technical

Improving model robustness against potential modality noise, as an essential step for adapting multimodal models to real-world applications, has received increasing attention among researchers. For Multimodal Sentiment Analysis (MSA), there is also a debate on whether multimodal models are more effe…

Cited by 19 Source ↗PDF ↗code ↗Scholar ↗