Zequn Liu

M2PL-GAN: Multi-View Multi-Level Pathology Semantic Perception Learning for H&E-to-IHC Virtual Staining

Zequn Liu, Liangkuan Zhu, Yining Xie, Xiaoqing Hu et autres

Immunohistochemistry (IHC) staining is crucial for determining tumor subtypes, obtaining protein expression information, and developing personalized treatment plans. But compared with hematoxylin and eosin (H&E) staining, IHC staining is more complex and expensive. With the advancement of deep learning, converting H&E stained …

cn (code pays fourni par la source)

MAP-MIL: Dual-branch collaborative learning of mask enhancement and pseudo-bag generation for whole slide image classification

Zequn Liu, Liangkuan Zhu, Jiajun Chen, Yining Xie et autres

cn (code pays fourni par la source)

SD-MIL: Multiple instance learning with dual perception of scale and distance information fusion for whole slide image classification

Yining Xie, Zequn Liu, Jiajun Chen, Jing Zhao et autres

cn (code pays fourni par la source)

Nature Language Model: Deciphering the Language of Nature for Scientific Discovery

Yingce Xia, Peiran Jin, Shufang Xie, Liang He et autres

Foundation models have revolutionized natural language processing and artificial intelligence, significantly enhancing how machines comprehend and generate human languages. Inspired by the success of these foundation models, researchers have developed foundation models for individual scientific domains, including small molecules, materials, proteins, DNA, …

ExLM: Rethinking the Impact of [MASK] Tokens in Masked Language Models

Kangjie Zheng, Junwei Yang, Bin Feng, Zequn Liu et autres

Masked Language Models (MLMs) have achieved remarkable success in many self-supervised representation learning tasks. MLMs are trained by randomly masking portions of the input sequences with [MASK] tokens and learning to reconstruct the original content based on the remaining context. This paper …

PHIM-MIL: Multiple instance learning with prototype similarity-guided feature fusion and hard instance mining for whole slide image classification

Yining Xie, Zequn Liu, Jing Zhao, Jiayi Ma

cn (code pays fourni par la source)

SMI-Editor: Edit-based SMILES Language Model with Fragment-level Supervision

Kangjie Zheng, Junwei Yang, Bin Feng, Zequn Liu et autres

SMILES, a crucial textual representation of molecular structures, has garnered significant attention as a foundation for pre-trained language models (LMs). However, most existing pre-trained SMILES LMs focus solely on the single-token level supervision during pre-training, failing to fully leverage the substructural information …

Poisoning medical knowledge using large language models

Junwei Yang, Hanwen Xu, Srbuhi Mirzoyan, Tong Chen et autres

cn, us (code pays fourni par la source)

Nonlinear Model for Magnetostrictive Vibration Energy Harvester Considering Dynamic Forces

Zequn Liu, Wenmei Huang, Pingping Guo, Huiwen Yang et autres

Magnetostrictive vibration energy harvester (MVEH) has obvious advantages in output stability, strain capacity and electromechanical coupling. For MVEH, multiple bidirectional coupling of mechanica-magnetic-electric and nonlinear characteristics occur in the process of energy conversion. So, the models based on the linear piezomagnetic equation …

cn (code pays fourni par la source)

KDSMALL: A lightweight small object detection algorithm based on knowledge distillation

Zhou Wen, Xiaodon Wang, Yusheng Fan, Yishuai Yang et autres

cn, au (code pays fourni par la source)

High frequency magnetic loss characteristic analysis and calculation of magnetostrictive Tb-Dy-Fe alloys under multivariable comprehensive operation conditions

Pingping Guo, Wenmei Huang, Zequn Liu, Zheng Tao

cn (code pays fourni par la source)

ASXL3 gene mutations inhibit cell proliferation and promote cell apoptosis in mouse cardiomyocytes by upregulating lncRNA NONMMUT063967.2

Zequn Liu, Yanmin Jiang, Fang Fu, Ru Li et autres

Congenital heart disease (CHD) is a serious condition with unknown etiology. In a recent study, a compound heterozygous mutation (c.3526C > T [p.Arg1176Trp] and c.4643A > G [p.Asp1548Gly]) in the ASXL3 gene was identified, which is associated with CHD. This mutation was …

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