Faculty

Institution

Unit

Venue

Jimeng Sun

Professor

UIUC

Affiliations

The Grainger College of Engineering

Siebel School of Computing and Data Science

Jimeng Sun is currently serving as a Siebel School Of Computing And Data Science Professor at Uiuc.

Honors

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Experiences

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Education

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Jimeng Sun

UIUC

Professor

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data science biomedical informatics machine learning machine learning research health informatics computer science digital medicine knowledge discovery health information science data mining deep learning predictive analytics computational intelligence biomedical data science neural network (machine learning) health technology medicine digital health clinical data ai healthcare electronic health records biostatistics semantic evaluation healthcare big data machine learning models molecular informatics computational statistics matrix factorization biomedical text mining social network analysis health data data privacy clinical decision support systems graph neural networks multilinear subspace learning information visualization online information prediction modelling knowledge graph embeddings health care analytics graph analysis low-rank approximation deep learning models recommender systems data stream mining graph processing social simulation target prediction rational drug design disease classification recurrent neural networks data-driven prediction visual data mining visual analytics global networks convolutional neural networks eeg signal processing social medium mining similarity measure community structure information diffusion tensor factorization neural network intensive care unit molecule optimization deep neural networks patient similarity social influence analysis deep learning methods patient data large graphs temporal information irregular tensors deep learning library sparse tensors bipartite graphs informatics artificial intelligence drug discovery treatment recommendation computational biology

Video Presentations

Notable Scholarly Works

Notable Federal Grants

Collaborators

Accelerating Clinical Evidence Synthesis With Large Language Models. npj Digital Medicine (2025)

Zifeng WangLang CaoBenjamin DanekQiao JinZhiyong LuJimeng Sun

artificial intelligenceai healthcaresemantic evaluationdata sciencenatural language processinghealth informaticsgenerative artificial intelligencelanguage modelsbiomedical informaticsprecision medicinebiomedical text miningclinical datanatural language generationhealth information scienceclinical evidence synthesismachine learning researchmedicinemedical literaturedigital medicine

A Foundation Model for Human-AI Collaboration in Medical Literature Mining. Nature Communications (2025)

Zifeng WangLang CaoQiao JinJoey ChanNicholas WanBehdad AfzaliHyun-Jin ChoChang-In ChoiMehdi EmamverdiManjot K GillSun-Hyung KimYijia LiYi LiuHanley OngJustin RousseauIrfan SheikhJenny J WeiZiyang XuChristopher M ZallekKyungsang KimYifan PengZhiyong LuJimeng Sun

artificial intelligencehealth informaticsknowledge discoverybiomedical informaticsai healthcaremedical literature mininglanguage modelshealth information sciencemedicinedata sciencenatural language processingbiomedical text mininginformation retrievalmedical expert systemstext miningmedical literature

A Perspective for Adapting Generalist AI to Specialized Medical AI Applications and Their Challenges. npj Digital Medicine (2025)

Zifeng WangHanyin WangBenjamin DanekYing LiChristina MackLuk ArbuckleDevyani BiswalHoifung PoonYajuan WangPranav RajpurkarCao XiaoJimeng Sun

artificial intelligencecomputer sciencemedical ai applicationsapplied artificial intelligenceartificial general intelligenceai healthcaremachine intelligencegeneralist aicomputational intelligencedata sciencedigital medicinemedical expert systemsai safety

Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems. Foundations and Trends® in Machine Learning (2025)

Xuan ZhangLimei WangJacob HelwigYouzhi LuoCong FuYaochen XieMeng LiuYuchao LinZhao XuKeqiang YanKeir AdamsMaurice WeilerXiner LiTianfan FuYucheng WangAlex StrasserHaiyang YuYuQing XieXiang FuShenglong XuYi LiuYuanqi DuAlexandra SaxtonHongyi LingHannah LawrenceHannes StärkShurui GuiCarl EdwardsNicholas GaoAdriana LaderaTailin WuElyssa F. HofgardAria Mansouri TehraniRui WangAmeya DaigavaneMontgomery BohdeJerry KurtinQian HuangTuong PhungMinkai XuChaitanya K. JoshiSimon V. MathisKamyar AzizzadenesheliAda FangAlán Aspuru-GuzikErik BekkersMichael BronsteinMarinka ZitnikAnima AnandkumarStefano ErmonPietro LiòRose YuStephan GünnemannJure LeskovecHeng JiJimeng SunRegina BarzilayTommi JaakkolaConnor W. ColeyXiaoning QianXiaofeng QianTess SmidtShuiwang Ji

artificial intelligenceunconventional computingphysic aware machine learningquantum computingquantum mechanicsphysicsquantum information sciencequantum systemsatomic physicsquantum machine learningmachine intelligenceintelligent computingcomputational intelligencequantum scienceapplied mathematicsquantum simulation

A Survey on Unifying Large Language Models and Knowledge Graphs for Biomedicine and Healthcare. (2025)

Ran XuPatrick JiangLinhao LuoCao XiaoAdam CrossShirui PanJimeng SunCarl Yang

biomedical ontologiesmedical ontologyhealth informaticsknowledge discoveryknowledge-based systemsbiomedical informaticssemantic graphknowledge graph embeddingssemantic evaluationhealth information scienceknowledge representation and reasoningmedicinedata sciencebiomedical text miningdigital medicineknowledge graphs

Bi-Level Contrastive Learning for Knowledge-Enhanced Molecule Representations. Proceedings of the AAAI Conference on Artificial Intelligence (2025)

Pengcheng JiangCao XiaoTianfan FuParminder BhatiaTaha Kass-HoutJimeng SunJiawei Han

knowledge-enhanced molecule representationsknowledge discoveryknowledge graph embeddingsmolecular informaticsneural network (machine learning)graph neural networksmachine learning researchmolecular representation learningdata sciencesystems biologybi-level contrastive learningknowledge graphsmolecular propertiesmachine learning

DENTVLM: A Multimodal Vision-Language Model for Comprehensive Dental Diagnosis and Enhanced Clinical Practice. Research Square (Research Square) (2025)

Zuozhu LiuZijie MengJin HaoXiwei DaiYang FengJiaxiang LiuBin FengHuikai WuXiaotang GaiHengchuan ZhuTianxiang HuYangyang WuHongxia XuJin LiJun XiaoXiaoqiang LiuJoey Tianyi ZhouFudong ZhuZhihe ZhaoLunguo XiaBing FangJimeng Sunjian wu

medical image computingmultimodal learninglinguisticscomputer visiondeep learningbilingual datasetmultimodal llmvisual question answeringmultimodal vision-language modelimage representationlanguagelanguage modelsimage analysiscollaborative workflowvision language model

Generation of Drug-Induced Cardiac Reactions Towards Virtual Clinical Trials. arXiv (Cornell University) (2025)

Shao, QianDu, BangLi, ZepengChen, QiyuanXu, HongxiaSun, JimengWu, JianChen, Jintai

realistic ecg morphologycomputational biologyhealth informaticsbiomedical informaticsbiomedical analysisindividualized medicineecg generationapplied pharmacologydrug-induced cardiac reactionscomputational medicinedigital medicinepharmacologymodeling and simulationbiomedical modelingsystems biologybiomedical computingpersonalized medicinedrug discovery

Improving Medical Machine Learning Models With Generative Balancing for Equity and Excellence. npj Digital Medicine (2025)

Brandon TheodorouBenjamin DanekVenkat TummalaShivam Pankaj KumarBradley MalinJimeng Sun

computer sciencesynthetic datapredictive analyticshealth informaticsnatural language generationbiomedical informaticsbiomedical data sciencedownstream training pipelinesclinical outcome predictiondata privacymachine learning researchcomputational intelligencedata sciencealgorithmic fairnessdigital medicinelanguage modelsmachine learninglarge language models

Long-Term Eeg Partitioning for Seizure Onset Detection. Proceedings of the AAAI Conference on Artificial Intelligence (2025)

Zheng ChenYasuko MatsubaraYasushi SakuraiJimeng Sun

neuroinformaticscomputer scienceneural computationspoken language technologydeep learning modelsdeep learningtemporal pattern recognitionneuroscienceunsupervised machine learningeeg recordingsneural network (machine learning)eeg signal processingmachine learning researchlong-term eeg partitioningdata sciencecomputational neurosciencepattern recognitionmachine learning

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Jimeng Sun

Professor

UIUC

Affiliations

The Grainger College of Engineering

Siebel School of Computing and Data Science

Jimeng Sun is currently serving as a Siebel School Of Computing And Data Science Professor at Uiuc.

Honors

Create free account to unlock more features

Experiences

Create free account to unlock more features

Education

Create free account to unlock more features

Jimeng Sun

UIUC

Professor

You can click a keyword to filter the displayed items

Video Presentations

Notable Scholarly Works

Notable Federal Grants

Collaborators

Accelerating Clinical Evidence Synthesis With Large Language Models. npj Digital Medicine (2025)

Zifeng WangLang CaoBenjamin DanekQiao JinZhiyong LuJimeng Sun

A Foundation Model for Human-AI Collaboration in Medical Literature Mining. Nature Communications (2025)

A Perspective for Adapting Generalist AI to Specialized Medical AI Applications and Their Challenges. npj Digital Medicine (2025)

Zifeng WangHanyin WangBenjamin DanekYing LiChristina MackLuk ArbuckleDevyani BiswalHoifung PoonYajuan WangPranav RajpurkarCao XiaoJimeng Sun

Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems. Foundations and Trends® in Machine Learning (2025)

A Survey on Unifying Large Language Models and Knowledge Graphs for Biomedicine and Healthcare. (2025)

Ran XuPatrick JiangLinhao LuoCao XiaoAdam CrossShirui PanJimeng SunCarl Yang

Bi-Level Contrastive Learning for Knowledge-Enhanced Molecule Representations. Proceedings of the AAAI Conference on Artificial Intelligence (2025)

Pengcheng JiangCao XiaoTianfan FuParminder BhatiaTaha Kass-HoutJimeng SunJiawei Han

DENTVLM: A Multimodal Vision-Language Model for Comprehensive Dental Diagnosis and Enhanced Clinical Practice. Research Square (Research Square) (2025)

Generation of Drug-Induced Cardiac Reactions Towards Virtual Clinical Trials. arXiv (Cornell University) (2025)

Shao, QianDu, BangLi, ZepengChen, QiyuanXu, HongxiaSun, JimengWu, JianChen, Jintai

Improving Medical Machine Learning Models With Generative Balancing for Equity and Excellence. npj Digital Medicine (2025)

Brandon TheodorouBenjamin DanekVenkat TummalaShivam Pankaj KumarBradley MalinJimeng Sun

Long-Term Eeg Partitioning for Seizure Onset Detection. Proceedings of the AAAI Conference on Artificial Intelligence (2025)

Zheng ChenYasuko MatsubaraYasushi SakuraiJimeng Sun

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