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20242026
most citedSpatially Resolved Gene Expression Prediction from Histology via Multi-view Graph Contrastive Learning with HSIC-bottleneck Regularization

1 citations · 1 across the 10 of their papers we have counts for

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10 papers

cs.CV2026

A Benchmark Dataset for MLLM-Generated Image Detection: GPT Image2 & Nano Banana2

Zirui Zhang, Yinbo Yu, Donghai Guan +3

The realism of images generated by multimodal large language models (MLLMs), such as GPT Image2 and Nano Banana2, has improved rapidly in recent years. Compared with early generati…

cs.AI2026

Physically-Constrained Mamba-SDE for Remaining Useful Life Prediction under Irregular Observations

Deyu Zhuang, Peiliang Gong, Yang Shao +4

Accurate Remaining Useful Life prediction is critical for industrial predictive maintenance. However, real-world deployment is challenging due to the irregular nature of sensor obs…

cs.CR2026

Fast and Lightweight Backdoor Detection via Head Random Probing

Yinbo Yu, Xueyu Yin, Jing Fang +4

Deep neural networks (DNNs) remain critically vulnerable to backdoor attacks. Existing post-training detectors often require clean or surrogate data, gradients, or iterative trigge…

cs.CR2026

Lightweight and Fast Backdoor Model Detection

Yinbo Yu, Jing Fang, Xuewen Zhang +4

Deep neural networks (DNN), despite their remarkable performance, are highly vulnerable to backdoor attacks. Existing defenses mainly rely on activation anomaly analysis or trigger…

cs.CV2025

MAPLE: Multi-scale Attribute-enhanced Prompt Learning for Few-shot Whole Slide Image Classification

Junjie Zhou, Wei Shao, Yagao Yue +4

Prompt learning has emerged as a promising paradigm for adapting pre-trained vision-language models (VLMs) to few-shot whole slide image (WSI) classification by aligning visual fea…

cs.LG2025

HeLo: Heterogeneous Multi-Modal Fusion with Label Correlation for Emotion Distribution Learning

Chuhang Zheng, Chunwei Tian, Jie Wen +2

Multi-modal emotion recognition has garnered increasing attention as it plays a significant role in human-computer interaction (HCI) in recent years. Since different discrete emoti…

cs.LG2025

PathCoT: Chain-of-Thought Prompting for Zero-shot Pathology Visual Reasoning

Junjie Zhou, Yingli Zuo, Shichang Feng +4

With the development of generative artificial intelligence and instruction tuning techniques, multimodal large language models (MLLMs) have made impressive progress on general reas…

eess.IV2025

MorphSAM: Learning the Morphological Prompts from Atlases for Spine Image Segmentation

Dingwei Fan, Junyong Zhao, Chunlin Li +5

Spine image segmentation is crucial for clinical diagnosis and treatment of spine diseases. The complex structure of the spine and the high morphological similarity between individ…

cs.CV2025

DAMM-Diffusion: Learning Divergence-Aware Multi-Modal Diffusion Model for Nanoparticles Distribution Prediction

Junjie Zhou, Shouju Wang, Yuxia Tang +3

The prediction of nanoparticles (NPs) distribution is crucial for the diagnosis and treatment of tumors. Recent studies indicate that the heterogeneity of tumor microenvironment (T…

cs.AI2024★ 1 cited

Spatially Resolved Gene Expression Prediction from Histology via Multi-view Graph Contrastive Learning with HSIC-bottleneck Regularization

Changxi Chi, Hang Shi, Qi Zhu +2

The rapid development of spatial transcriptomics(ST) enables the measurement of gene expression at spatial resolution, making it possible to simultaneously profile the gene express…