4 papers
Attributing Data for Sharpness-Aware Minimization
Chenyang Ren, Yifan Jia, Huanyi Xie +5
Sharpness-aware Minimization (SAM) improves generalization in large-scale model training by linking loss landscape geometry to generalization. However, challenges such as mislabele…
Interpreting Social Bias in LVLMs via Information Flow Analysis and Multi-Round Dialogue Evaluation
Zhengyang Ji, Yifan Jia, Shang Gao +1
Large Vision Language Models (LVLMs) have achieved remarkable progress in multimodal tasks, yet they also exhibit notable social biases. These biases often manifest as unintended a…
BioD2C: A Dual-level Semantic Consistency Constraint Framework for Biomedical VQA
Zhengyang Ji, Shang Gao, Li Liu +2
Biomedical visual question answering (VQA) has been widely studied and has demonstrated significant application value and potential in fields such as assistive medical diagnosis. D…
Adaptive H&E-IHC information fusion staining framework based on feature extra
Yifan Jia, Xingda Yu, Zhengyang Ji +2
Immunohistochemistry (IHC) staining plays a significant role in the evaluation of diseases such as breast cancer. The H&E-to-IHC transformation based on generative models provides…