Marinka Zitnik

Marinka Zitnik

Harvard University

H-index: 44

North America-United States

About Marinka Zitnik

Marinka Zitnik, With an exceptional h-index of 44 and a recent h-index of 43 (since 2020), a distinguished researcher at Harvard University, specializes in the field of Machine Learning, Geometric Deep Learning, Knowledge Graphs, Biomedical AI.

His recent articles reflect a diverse array of research interests and contributions to the field:

Encoding time-series explanations through self-supervised model behavior consistency

Trustllm: Trustworthiness in large language models

Empowering Biomedical Discovery with AI Agents

Recent Advances, Applications, and Open Challenges in Machine Learning for Health: Reflections from Research Roundtables at ML4H 2023 Symposium

Combinatorial prediction of therapeutic perturbations using causally-inspired neural networks

UniTS: Building a Unified Time Series Model

Evaluating generalizability of artificial intelligence models for molecular datasets

Anniversary AI reflections

Marinka Zitnik Information

University

Position

Assistant Professor

Citations(all)

15936

Citations(since 2020)

14770

Cited By

3974

hIndex(all)

44

hIndex(since 2020)

43

i10Index(all)

73

i10Index(since 2020)

69

Email

University Profile Page

Harvard University

Google Scholar

View Google Scholar Profile

Marinka Zitnik Skills & Research Interests

Machine Learning

Geometric Deep Learning

Knowledge Graphs

Biomedical AI

Top articles of Marinka Zitnik

Title

Journal

Author(s)

Publication Date

Encoding time-series explanations through self-supervised model behavior consistency

Advances in Neural Information Processing Systems

Owen Queen

Tom Hartvigsen

Teddy Koker

Huan He

Theodoros Tsiligkaridis

...

2024/2/13

Trustllm: Trustworthiness in large language models

arXiv preprint arXiv:2401.05561

Lichao Sun

Yue Huang

Haoran Wang

Siyuan Wu

Qihui Zhang

...

2024/1/10

Empowering Biomedical Discovery with AI Agents

arXiv preprint arXiv:2404.02831

Shanghua Gao

Ada Fang

Yepeng Huang

Valentina Giunchiglia

Ayush Noori

...

2024/4/3

Recent Advances, Applications, and Open Challenges in Machine Learning for Health: Reflections from Research Roundtables at ML4H 2023 Symposium

Stefan Hegselmann

Helen Zhou

Yuyin Zhou

Jennifer Chien

Sujay Nagaraj

...

2023/5

Combinatorial prediction of therapeutic perturbations using causally-inspired neural networks

bioRxiv

Guadalupe Gonzalez

Isuru Herath

Kirill Veselkov

Michael Bronstein

Marinka Zitnik

2024/1/3

UniTS: Building a Unified Time Series Model

arXiv preprint arXiv:2403.00131

Shanghua Gao

Teddy Koker

Owen Queen

Thomas Hartvigsen

Theodoros Tsiligkaridis

...

2024/2/29

Evaluating generalizability of artificial intelligence models for molecular datasets

bioRxiv

Yasha Ektefaie

Andrew Shen

Daria Bykova

Maximillian Marin

Marinka Zitnik

...

2024

Anniversary AI reflections

Nature Machine Intelligence

Noelia Ferruz

Marinka Zitnik

Pierre-Yves Oudeyer

Emmie Hine

Nandana Sengupta

...

2024/1

PocketGen: Generating Full-Atom Ligand-Binding Protein Pockets

bioRxiv

Zhang Zaixi

Wanxiang Shen

Qi Liu

Marinka Zitnik

2024

Multimodal representation learning for predicting molecule–disease relations

Bioinformatics

Jun Wen

Xiang Zhang

Everett Rush

Vidul A Panickan

Xingyu Li

...

2023/2/1

Mapping the intermolecular interaction universe through self-supervised learning on molecular crystals

Ada Fang

ZAIXI ZHANG

Marinka Zitnik

2023/10/28

Full-atom protein pocket design via iterative refinement

Advances in Neural Information Processing Systems

Zaixi Zhang

Zepu Lu

Hao Zhongkai

Marinka Zitnik

Qi Liu

2023/12/15

Biomonitoring and precision health in deep space supported by artificial intelligence

Ryan T Scott

Lauren M Sanders

Erik L Antonsen

Jaden JA Hastings

Seung-min Park

...

2023/3

Metapaths: similarity search in heterogeneous knowledge graphs via meta-paths

Bioinformatics

Ayush Noori

Michelle M Li

Amelia LM Tan

Marinka Zitnik

2023/5/1

Artificial intelligence for science in quantum, atomistic, and continuum systems

arXiv preprint arXiv:2307.08423

Xuan Zhang

Limei Wang

Jacob Helwig

Youzhi Luo

Cong Fu

...

2023/7/17

Graph ai in medicine

arXiv preprint arXiv:2310.13767

Ruth Johnson

Michelle M Li

Ayush Noori

Owen Queen

Marinka Zitnik

2023/10/20

Scoping review of knowledge graph applications in biomedical and healthcare sciences

Sanjay Budhdeo

Joe Zhang

Yusuf Abdulle

Paul M Agapow

Douglas GJ McKechnie

...

2023

Is Ignorance Bliss? The Role of Post Hoc Explanation Faithfulness and Alignment in Model Trust

arXiv preprint arXiv:2312.05690

Tessa Han

Yasha Ektefaie

Maha Farhat

Marinka Zitnik

Himabindu Lakkaraju

2023/12/9

Biological research and self-driving labs in deep space supported by artificial intelligence

Lauren M Sanders

Ryan T Scott

Jason H Yang

Amina Ann Qutub

Hector Garcia Martin

...

2023/3

Integrating domain knowledge and deep learning for enhanced chest X-ray diagnosis and localization

Yan Han

2023/4/19

See List of Professors in Marinka Zitnik University(Harvard University)