Hoifung Poon
- Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine
2023/11/28 by Harsha Nori, Nori, Harsha, Yin Tat Lee +36 · 5 voices · 49 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Machine Learning in Healthcare #Topic Modeling #cs.CL
- Neural-Symbolic Learning and Reasoning: A Survey and Interpretation
2017/11/10 by Tarek R. Besold, Besold, Tarek R., Artur d’Avila Garcez +28 · 1 voice · 42 citations
Computer Science · #Neural Networks and Applications #Computability, Logic, AI Algorithms #Evolutionary Algorithms and Applications
- LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
2023/06/01 by Chunyuan Li, Li, Chunyuan, Cliff Wong +15 · 246 citations
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing
2021/10/15 by 裕二 池谷, Robert Tinn, Hao Cheng +6 · 108 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Topic Modeling #Natural Language Processing Techniques #Biomedical Text Mining and Ontologies
- BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs
2023/03/02 by Sheng Zhang, Zhang, Sheng, Yanbo Xu +34 · 91 citations
Computer Science · Medicine · #Topic Modeling #Multimodal Machine Learning Applications #COVID-19 diagnosis using AI
- Sum-Product Networks: A New Deep Architecture
2012/02/14 by Hoifung Poon, Poon, Hoifung, Pedro Domingos +1 · 50 citations
Computer Science · #Bayesian Modeling and Causal Inference #Advanced Graph Neural Networks #Machine Learning and Algorithms
- The Illusion of Readiness in Health AI
2025/09/22 by Yu Gu, Yu‐Cheng Gu, Jingjing Fu +64 · 13 voices · 4 citations
Decision Sciences · Computer Science · #Scientific Computing and Data Management #Topic Modeling
- UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition
2023/08/07 by Wenxuan Zhou, Sheng Zhang, Zhou, Wenxuan +7 · 12 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
- Fine-Tuning Large Neural Language Models for Biomedical Natural Language Processing
2021/12/15 by Robert Tinn, Hao Cheng, Tinn, Robert +13 · 8 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Context-faithful Prompting for Large Language Models
2023/03/20 by Wenxuan Zhou, Sheng Zhang, Zhou, Wenxuan +5 · 8 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Generative Medical Event Models Improve with Scale
2025/08/16 by Shane Waxler, Waxler, Shane, Paul Blažek +40 · 4 voices · 6 citations
Health Professions · Computer Science · #cs.LG #cs.AI #cs.CL
- Adversarial Training for Large Neural Language Models
2020/04/20 by Xiaodong Liu, Hao Cheng, Liu, Xiaodong +11 · 4 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Exploring the Boundaries of GPT-4 in Radiology
2023/10/23 by Qianchu Liu, Liu, Qianchu, Stephanie L. Hyland +35 · 4 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Med-RLVR: Emerging Medical Reasoning from a 3B base model via reinforcement Learning
2025/02/27 by Sheng Zhang, Qianchu Liu, Zhang, Sheng +7 · 9 citations
Computer Science · #Topic Modeling #Machine Learning in Healthcare #Multimodal Machine Learning Applications
- Probabilistic Frame Induction
2013/02/20 by Jackie Chi Kit Cheung, Cheung, Jackie Chi Kit, Hoifung Poon +3 · 2 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Software Engineering Research #Topic Modeling
- Document-Level N-ary Relation Extraction with Multiscale Representation Learning
2019/04/04 by Robin Jia, Cliff Wong, Jia, Robin +3 · 2 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Topic Modeling #Natural Language Processing Techniques #Biomedical Text Mining and Ontologies
- X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains
2025/05/06 by Qianchu Liu, Liu, Qianchu, Sheng Zhang +21 · 12 citations
Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Topic Modeling
- Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning
2022/08/30 by Sheng Zhang, Hao Cheng, Zhang, Sheng +5 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Deep Probabilistic Logic: A Unifying Framework for Indirect Supervision
2018/08/26 by Hai Wang, Hoifung Poon, Wang, Hai +1 · 3 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Topic Modeling #Natural Language Processing Techniques #Biomedical Text Mining and Ontologies
- CMT in TREC-COVID Round 2: Mitigating the Generalization Gaps from Web to Special Domain Search
2020/11/03 by Chenyan Xiong, Xiong, Chenyan, Zhenghao Liu +17 · 2 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
- Estimating Accuracy from Unlabeled Data: A Probabilistic Logic Approach
2017/05/19 by Emmanouil Antonios Platanios, Hoifung Poon, Platanios, Emmanouil A. +5 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
- Continual Contrastive Finetuning Improves Low-Resource Relation Extraction
2022/12/21 by Wenxuan Zhou, Sheng Zhang, Zhou, Wenxuan +7 · 1 citation
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Text Readability and Simplification
- BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once
2024/05/21 by Theodore Zhao, Yu Gu, Jianwei Yang +12 · 1 voice
Computer Science · #cs.CV
- Distilling Large Language Models for Biomedical Knowledge Extraction: A Case Study on Adverse Drug Events
2023/07/12 by 裕二 池谷, Sheng Zhang, Gu, Yu +19 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Text Readability and Simplification #Topic Modeling
- When an Image is Worth 1,024 x 1,024 Words: A Case Study in Computational Pathology
2023/12/06 by Wenhui Wang, Shuming Ma, Wang, Wenhui +11 · 1 citation
Computer Science · Medicine · #AI in cancer detection #Colorectal Cancer Screening and Detection #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #FOS: Computer and information sciences
- From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning
2024/07/01 by Nan Xu, Xu, Nan, Fei Wang +7 · 1 citation
Arts and Humanities · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Discourse Analysis in Language Studies #FOS: Computer and information sciences #Machine Learning (cs.LG)
- A Multimodal Biomedical Foundation Model Trained from Fifteen Million Image–Text Pairs
2024/12/20 by Sheng Zhang, Yanbo Xu, Naoto Usuyama +22 · 1 voice · 1 citation
Computer Science · Medicine · #AI in cancer detection #Multimodal Machine Learning Applications #Radiomics and Machine Learning in Medical Imaging
- GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis
2026/07/20 by Naoto Usuyama, Jeya Maria Jose Valanarasu, Sicong Yao +27
#cs.CV #cs.AI