Adversarial robustness of open-source text classification models and fine-tuning chains

H Qin, M Li, J Wang, Q Wang - arxiv preprint arxiv:2408.02963, 2024 - arxiv.org
Context: With the advancement of artificial intelligence (AI) technology and applications,
numerous AI models have been developed, leading to the emergence of open-source …

Visual-Language Collaborative Representation Network for Broad-Domain Few-Shot Image Classification

Q Guo, J Ren, H Wang, T Wu, W Ge… - Proceedings of the 32nd …, 2024 - dl.acm.org
Visual-language models based on CLIP have shown remarkable abilities in general few-
shot image classification. However, their performance drops in specialized fields such as …

VEglue: Testing Visual Entailment Systems via Object-Aligned Joint Erasing

Z Chang, M Li, J Wang, C Li, Q Wang - arxiv preprint arxiv:2403.02581, 2024 - arxiv.org
Visual entailment (VE) is a multimodal reasoning task consisting of image-sentence pairs
whereby a promise is defined by an image, and a hypothesis is described by a sentence …