PeopleofSuperintelligence

Researcher

Heng Huang

Also known as Heng Yu Huang

Heng Huang is a computer scientist whose research spans machine learning, deep-learning optimization, biomedical data science and AI for environmental forecasting. He earned a bachelor's degree in automation at Shanghai Jiao Tong University in 1997, a master's there in 2001 and a computer science PhD at Dartmouth in 2006, then held faculty posts at UTA and Pitt. In 2018, he coauthored a paper on decoupled parallel backpropagation that removes backward locking, and led an NSF project on asynchronous distributed learning for multi-site brain-data mining. He became an AIMBE Fellow in 2020, and Maryland named him its inaugural Brendan Iribe Endowed Professor in 2022 with a planned early-2023 start; by October 2023, he held the post and was scheduled to speak on large-scale machine-learning model computing and compression. In 2025, he led an NSF project to develop AI methods for wildland-fire detection and forecasting; as of October 2026, he is the Brendan Iribe Endowed Professor at Maryland and directs the Applied AI Center at UM-IHC.

Now at
University of Maryland and University of Maryland Institute for Health Computing

Timeline

  1. 1997–2006

    Degrees in Shanghai and Dartmouth

    He earns a bachelor's degree in automation at Shanghai Jiao Tong University in 1997, a master's there in 2001, and a computer science PhD at Dartmouth in 2006.

  2. 2007–2017

    Professor at Arlington

    At the University of Texas at Arlington, he serves as a Distinguished University Professor in Computer Science from 2007 to 2017.

  3. 2017

    An endowed chair at Pitt

    In 2017, he joins Pitt's Department of Electrical and Computer Engineering as the John A. Jurenko Endowed Professor.

  4. 2018

    Parallel backpropagation research

    In 2018, he coauthors Decoupled Parallel Backpropagation with Convergence Guarantee, which uses delayed gradients and network modules to remove backward locking. He leads an NSF BIGDATA project on asynchronous distributed machine learning for multi-site brain-data mining.

  5. 2020

    An AIMBE fellowship

    He becomes a Fellow of the American Institute for Medical and Biological Engineering (AIMBE) in 2020; the award recognizes contributions to biomedical data science, bioinformatics, medical image computing and imaging genetics.

  6. 2022–2023

    An endowed post at Maryland

    In 2022, Maryland names him its inaugural Brendan Iribe Endowed Professor in Computer Science, with a planned early 2023 start and an appointment in UMIACS. By October 2023, he holds the post and is scheduled to speak on large-scale machine-learning model computing and compression.

  7. 2025

    AI for wildland fire

    In 2025, he leads a $1.86 million NSF project with American University to develop AI methods for detecting and forecasting wildland fires.

  8. As of October 2026

    Professor and AI center director

    As of October 2026, he is the Brendan Iribe Endowed Professor in Computer Science at the University of Maryland College Park and directs the Applied AI Center at UM-IHC.

Career

  1. Since 2023University of MarylandBrendan Iribe Endowed Professor in Computer Science
  2. NowUniversity of Maryland Institute for Health ComputingDirector
  3. From 2017University of PittsburghJohn A. Jurenko Endowed Professor
  4. 2007–2017University of Texas at ArlingtonDistinguished University Professor in Computer Science

Education

  1. 2006Dartmouth CollegePhD
  2. 2001Shanghai Jiao Tong UniversityBachelor's and master's degrees

From the biography.

  1. People shaping AI work at a median of 3 organizations over a career: 3 for university starters and institute and lab starters, versus 2 for company startersIncludes University of Maryland. Across 6,853 people shaping AI with a dated work role, we estimate a median of 3 parent organizations over a career (mean 3.6), comparing role groups, starting sectors and starting decades from the 1950s to 2020–2026.
  2. The Massachusetts Institute of Technology trained or employed 44 of the 187 AI major-prize winners, more than any other universityIncludes University of Maryland. The Massachusetts Institute of Technology trained or employed 44 of the 187 AI major-prize winners, more than any other university. We compare doctorate and 5+ year employment links, career timing and current workplaces for 187 major-prize and 1,111 best-paper winners.
  3. More people shaping AI studied at Massachusetts Institute of Technology than at any other institutionIncludes University of Maryland. We estimate where the people shaping AI studied and where their careers led. Massachusetts Institute of Technology leads with 467 former students, including 291 recorded doctorates.
  4. The company share of AI researchers’ top papers was 31% in 2020–2024 and 8% in 1970–1974Includes University of Maryland. We estimate where the people shaping AI worked when their most-cited papers appeared: the company share was 31% in 2020–2024 and 8% in 1970–1974, and Google led all organizations in 2020–2024.

Colleagues

People with dated positions at the same organization in the same years.

Sources and credits

Photo: We have no published photo of Heng Huang yet. Send us a free-licensed photo.

  1. AI and Computational Health Expert Heng Huang Joins UMIACS cbcb.umd.edu. Checked 21 October 2026.
  2. Heng Huang - Main ranger.uta.edu. Checked 21 October 2026.
  3. Pitt's ECE Department Welcomes Four New Faculty Members This Fall engineering.pitt.edu. Checked 21 October 2026.
  4. Decoupled Parallel Backpropagation with Convergence Guarantee proceedings.mlr.press. Checked 21 October 2026.
  5. ECE's Heng Huang Receives $1.2M NSF BIGDATA Award to Address Computational Challenges in Big Brain Data Research Collaborations engineering.pitt.edu. Checked 21 October 2026.
  6. Heng Huang, Ph.D. COF-5061 - AIMBE aimbe.org. Checked 21 October 2026.
  7. Heng Huang | UMD Department of Computer Science cs.umd.edu. Checked 21 October 2026.
  8. 2023 Research Seminar Series | UMD Department of Computer Science cs.umd.edu. Checked 21 October 2026.
  9. Heng Huang Receives NSF Funding for Wildland Fire AI Research cs.umd.edu. Checked 21 October 2026.
  10. Heng Huang - Main cs.umd.edu. Checked 21 October 2026.