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Yunqi Liu

3 accepted papers

2025

ATLAS: Autoformalizing Theorems through Lifting, Augmentation, and Synthesis of Data

NeurIPS 2025poster

Autoformalization, the automatic translation of mathematical content from natural language into machine-verifiable formal languages, has seen significant progress driven by advances in large language models (LLMs). Nonetheless, a primary barrier to further improvements is the limited availability of…

Cited by 0SourcecodeScholar
2025

GLEAM: Enhanced Transferable Adversarial Attacks for Vision-Language Pre-training Models via Global-Local Transformations

ICCV 2025poster

Vision-language pre-training (VLP) models leverage large-scale cross-modal pre-training to align vision and text modalities, achieving impressive performance on tasks like image-text retrieval and visual grounding. However, these models are highly vulnerable to adversarial attacks, raising critical…

2023

Misleading Relation Classifiers by Substituting Words in Texts

ACL 2023findings

Relation classification is to determine the semantic relationship between two entities in a given sentence. However, many relation classifiers are vulnerable to adversarial attacks, which is using adversarial examples to lead victim models to output wrong results. In this paper, we propose a simple…