Zhongyi Shui
12 papers · 2023–2026 · 7 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Gold πΊοΈ Taxonomy Completionist (22) π Conference Polyglot Β· Silver π£ Hot Topic Early Bird π€ Dynamic Duo (11)
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Conference Pioneer
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Prolific Year Β· Productive
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Century Club Β· Bronze
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Deep Learning
(6)
Machine Learning
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Artificial Intelligence
(5)
Core AI
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Learning Types Β· Machine Learning
(4)
Computer Vision
(3)
Healthcare & Medicine
(3)
Clinical
(3)
Domain-Specific
(3)
Learning Types Β· Deep Learning
(3)
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Natural Language Processing
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Analysis
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Keywords
vision-language model
(4)
whole slide image
(4)
medical imaging
(2)
contrastive learning
(2)
computational pathology
(2)
zero-shot learning
(2)
zero-shot classification
(2)
multi-instance learning
(1)
context-aware learning
(1)
information bottleneck
(1)
weakly supervised learning
(1)
image captioning
(1)
deep learning
(1)
computational complexity
(1)
variational information bottleneck
(1)
variational inference
(1)
foundation model
(1)
large multimodal model
(1)
self-supervised learning
(1)
multiple instance learning
(1)
Papers
Towards Effective and Efficient Context-aware Nucleus Detection in Histopathology Whole Slide Images
AAAI 2026
AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image Classification
MICCAI 2025
Boosting Vision Semantic Density with Anatomy Normality Modeling for Medical Vision-language Pre-training
ICCV 2025
CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology
CVPR 2025
Large-scale and Fine-grained Vision-language Pre-training for Enhanced CT Image Understanding
ICLR 2025
PathGen-1.6M: 1.6 Million Pathology Image-text Pairs Generation through Multi-agent Collaboration
ICLR 2025
DPA-P2PNet: Deformable Proposal-Aware P2PNet for Accurate Point-Based Cell Detection
AAAI 2024
PathAsst: A Generative Foundation AI Assistant towards Artificial General Intelligence of Pathology
AAAI 2024
Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis
NeurIPS 2024
Unleashing the Power of Prompt-driven Nucleus Instance Segmentation
ECCV 2024
WsiCaption: Multiple Instance Generation of Pathology Reports for Gigapixel Whole-Slide Images
MICCAI 2024
Task-Specific Fine-Tuning via Variational Information Bottleneck for Weakly-Supervised Pathology Whole Slide Image Classification
CVPR 2023