vix.ing · top · new · best · stats · spec

Poon, Hoifung

  1. Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine
    2023/11/28 by Harsha Nori, Yin Tat Lee, Nori, Harsha +36 · 5 voices · 49 citations
    Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Machine Learning in Healthcare #Topic Modeling #cs.CL
  2. Neural-Symbolic Learning and Reasoning: A Survey and Interpretation
    2017/11/10 by Tarek R. Besold, Artur d’Avila Garcez, Besold, Tarek R. +28 · 1 voice · 45 citations
    Computer Science · #Neural Networks and Applications #Computability, Logic, AI Algorithms #Evolutionary Algorithms and Applications
  3. LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
    2023/06/01 by Chunyuan Li, Cliff Wong, Li, Chunyuan +15 · 247 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
  4. BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs
    2023/03/02 by Sheng Zhang, Yanbo Xu, Zhang, Sheng +34 · 91 citations
    Computer Science · Medicine · #Topic Modeling #Multimodal Machine Learning Applications #COVID-19 diagnosis using AI
  5. Sum-Product Networks: A New Deep Architecture
    2012/02/14 by Hoifung Poon, Pedro Domingos, Poon, Hoifung +1 · 51 citations
    Computer Science · #Bayesian Modeling and Causal Inference #Advanced Graph Neural Networks #Machine Learning and Algorithms
  6. MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding
    2024/06/13 by Wang, Fei, Fu, Xingyu, Huang, James Y. +18 · 43 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  7. The Illusion of Readiness in Health AI
    2025/09/22 by Yu Gu, Yu‐Cheng Gu, Gu, Yu +64 · 13 voices · 4 citations
    Decision Sciences · Computer Science · #Scientific Computing and Data Management #Topic Modeling
  8. mDPO: Conditional Preference Optimization for Multimodal Large Language Models
    2024/06/17 by Wang, Fei, Zhou, Wenxuan, Huang, James Y. +4 · 22 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  9. UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition
    2023/08/07 by Wenxuan Zhou, Zhou, Wenxuan, Sheng Zhang +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
  10. 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
  11. MedImageInsight: An Open-Source Embedding Model for General Domain Medical Imaging
    2024/10/09 by Codella, Noel C. F., Jin, Ying, Jain, Shrey +28 · 15 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  12. Context-faithful Prompting for Large Language Models
    2023/03/20 by Wenxuan Zhou, Zhou, Wenxuan, Sheng Zhang +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
  13. Adversarial Training for Large Neural Language Models
    2020/04/20 by Xiaodong Liu, Hao Cheng, Liu, Xiaodong +11 · 5 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  14. Foundation Models for Biomedical Image Segmentation: A Survey
    2024/01/15 by Lee, Ho Hin, Gu, Yu, Zhao, Theodore +9 · 9 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  15. Generative Medical Event Models Improve with Scale
    2025/08/16 by Shane Waxler, Paul Blazek, Paul Blažek +40 · 4 voices · 6 citations
    Health Professions · Computer Science · #cs.LG #cs.AI #cs.CL
  16. Distant Supervision for Relation Extraction beyond the Sentence Boundary
    2016/09/15 by Quirk, Chris, Poon, Hoifung · 3 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  17. DocLens: Multi-aspect Fine-grained Evaluation for Medical Text Generation
    2023/11/16 by Xie, Yiqing, Zhang, Sheng, Cheng, Hao +6 · 5 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  18. BiomedJourney: Counterfactual Biomedical Image Generation by Instruction-Learning from Multimodal Patient Journeys
    2023/10/16 by Gu, Yu, Yang, Jianwei, Usuyama, Naoto +5 · 5 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  19. Knowledge-Rich Self-Supervision for Biomedical Entity Linking
    2021/12/15 by Zhang, Sheng, Cheng, Hao, Vashishth, Shikhar +6 · 3 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  20. Offset Unlearning for Large Language Models
    2024/04/17 by Huang, James Y., Zhou, Wenxuan, Wang, Fei +4 · 5 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  21. 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
  22. 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
  23. Probabilistic Frame Induction
    2013/02/20 by Jackie Chi Kit Cheung, Hoifung Poon, Cheung, Jackie Chi Kit +3 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Software Engineering Research #Topic Modeling
  24. Document-Level N-ary Relation Extraction with Multiscale Representation Learning
    2019/04/04 by Robin Jia, Jia, Robin, Cliff Wong +3 · 2 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Topic Modeling #Natural Language Processing Techniques #Biomedical Text Mining and Ontologies
  25. 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
  26. Deep Probabilistic Logic: A Unifying Framework for Indirect Supervision
    2018/08/26 by Hai Wang, Wang, Hai, Hoifung Poon +1 · 4 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Topic Modeling #Natural Language Processing Techniques #Biomedical Text Mining and Ontologies
  27. Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning
    2022/08/30 by Sheng Zhang, Zhang, Sheng, Hao Cheng +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
  28. CMT in TREC-COVID Round 2: Mitigating the Generalization Gaps from Web to Special Domain Search
    2020/11/03 by Chenyan Xiong, Zhenghao Liu, Xiong, Chenyan +17 · 2 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
  29. A Perspective for Adapting Generalist AI to Specialized Medical AI Applications and Their Challenges
    2024/10/28 by Wang, Zifeng, Wang, Hanyin, Danek, Benjamin +6 · 3 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  30. Estimating Accuracy from Unlabeled Data: A Probabilistic Logic Approach
    2017/05/19 by Emmanouil Antonios Platanios, Platanios, Emmanouil A., Hoifung Poon +5 · 2 citations
    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
  31. Modular Self-Supervision for Document-Level Relation Extraction
    2021/09/11 by Zhang, Sheng, Wong, Cliff, Usuyama, Naoto +3 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  32. Universal Abstraction: Harnessing Frontier Models to Structure Real-World Data at Scale
    2025/02/02 by Wong, Cliff, Preston, Sam, Liu, Qianchu +22 · 3 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  33. MetaScale: Test-Time Scaling with Evolving Meta-Thoughts
    2025/03/17 by Liu, Qin, Zhou, Wenxuan, Xu, Nan +5 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  34. 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
  35. Scaling Clinical Trial Matching Using Large Language Models: A Case Study in Oncology
    2023/08/04 by Wong, Cliff, Zhang, Sheng, Gu, Yu +8 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  36. 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
  37. When an Image is Worth 1,024 x 1,024 Words: A Case Study in Computational Pathology
    2023/12/06 by Wenhui Wang, Wang, Wenhui, Shuming Ma +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
  38. 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)
  39. Semantic-Clipping: Efficient Vision-Language Modeling with Semantic-Guidedd Visual Selection
    2025/03/14 by Li, Bangzheng, Wang, Fei, Zhou, Wenxuan +5 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  40. OctoMed: Data Recipes for State-of-the-Art Multimodal Medical Reasoning
    2025/11/28 by Ossowski, Timothy, Zhang, Sheng, Liu, Qianchu +5 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning in Healthcare #Multimodal Machine Learning Applications #Topic Modeling