Tainã Coleman

Schmidt AI in Science Postdoctoral Fellow

San Diego Supercomputer Center

Ph.D., University of Southern California

M.S., California State University, Long Beach

B.S., Universidade Federal de Itajubá

Tainã Coleman

Research Interests

My research interests are in Scientific Workflows. In particular, my goal is to develop a better understanding of how workflow structure affects execution in high-performance computing environments. To this end, I develop algorithms, benchmarks, and data-driven approaches for extracting and exploiting structure in scientific workflows.

Publications

Serverless Workflow Benchmarking with HSMFlow and WfBench

A.A. Da Silva, T. Coleman, R. Ferreira da Silva, F. Suter, G. Rattihalli, V. Thurimella

ACM/IFIP/USENIX International Middleware Conference, 2025

Adapting Classic Scheduling Heuristics for Online Execution under Uncertainty

J. Chamorro, G. Twigg-Ho, J. Coleman, T. Coleman, B. Krishnamachari, M. Khodabandehlou

IEEE/ACM Workflows in Support of Large-Scale Science (WORKS), 2025

Toward Agents of Intelligence: Bridging the AI Expertise Gap in Domain Sciences

T. Coleman, I. Altintaş

IEEE International Conference on eScience, 2025

A Terminology for Scientific Workflow Systems

F. Suter, T. Coleman, İ. Altintaş, R.M. Badia, B. Balis, K. Chard, I. Colonnelli, E. Deelman, P. Di Tommaso, T. Fahringer, C. Goble, S. Jha, D.S. Katz, J. Köster, U. Leser, K. Mehta, H. Oliver, J-L. Peterson, G. Pizzi, L. Pottier, R. Sirvent, E. Suchyta, D. Thain, S.R. Wilkinson, J.M. Wozniak, R. Ferreira da Silva

Future Generation Computer Systems, 2025

DOI: 10.1016/j.future.2025.107974

Banditware: A Contextual Bandit-based Framework for Hardware Prediction

T. Coleman, H. Ahmed, R. Shende, I. Perez, İ. Altintaş

AI4Sys @ Symposium on High-Performance Parallel and Distributed Computing (HPDC), 2025

Workflows Community Summit 2024: Future Trends and Challenges in Scientific Workflows

D. Bard, K. Chard, S. de Witt, I.T. Foster, C. Goble, W. Godoy, J. Gustafsson, U-U. Haus, S. Hudson, L. Los, D. Paine, F. Suter, L. Ward, S. Wilkinson, M. Amaris, Y. Babuji, J. Bader, R. Balin, D. Balouek, S. Beecroft, K. Belhajjame, R. Bhattarai, W. Brewer, P. Brunk, S. Caino-Lores, H. Casanova, D. Cassol, J. Coleman, T. Coleman, et al.

osti.gov, 2024

Automated generation of scientific workflow generators with WfChef

T. Coleman, H. Casanova, R. Ferreira Da Silva

Future Generation Computer Systems, 2023

DOI: 10.1016/j.future.2023.04.031

Workflows Community Summit 2022: A Roadmap Revolution

R. Ferreira Da Silva, R. Badia, V. Bala, D. Bard, P-T. Bremer, I. Buckley, S. Caino-Lores, K. Chard, C. Goble, S. Jha, D.S. Katz, D. Laney, M. Parashar, F. Suter, N. Tyler, T. Uram, I. Altintas, S. Andersson, W. Arndt, J. Aznar, J. Bader, B. Balis, C. Blanton, K. Braghetto, A. Brodutch, P. Brunk, H. Casanova, A. Lierta, J. Chigu, T. Coleman, et al.

osti.gov, 2022

Wfbench: Automated generation of scientific workflow benchmarks

T. Coleman, H. Casanova, K. Maheshwari, L. Pottier, S.R. Wilkinson, J. Wozniak, F. Suter, M. Shankar, R. Ferreira Da Silva

IEEE/ACM International Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems (PMBS), 2022

DOI: 10.1109/PMBS56514.2022.00014

WfCommons: A Framework for Enabling Scientific Workflow Research and Development

T. Coleman, H. Casanova, L. Pottier, M. Kaushik, E. Deelman, R. Ferreira da Silva

Future Generation Computer Systems, 2022

DOI: 10.1016/j.future.2021.09.043

A Community Roadmap for Scientific Workflows Research and Development

R. Ferreira da Silva, H. Casanova, K. Chard, I. Altintas, R.M. Badia, B. Balis, T. Coleman, F. Coppens, F. Di Natale, B. Enders, T. Fahringer, R. Filgueira, G. Fursin, D. Garijo, C. Goble, D. Howell, S. Jha, D.S. Katz, D. Laney, U. Leser, M. Malawski, K. Mehta, L. Pottier, J. Ozik, J.L. Peterson, L. Ramakrishnan, S. Soiland-Reyes, D. Thain, M. Wolf

arXiv preprint, 2021

WfChef: Automated Generation of Accurate Scientific Workflow Generators

T. Coleman, H. Casanova, R. Ferreira da Silva

17th IEEE eScience 2021

Evaluating energy-aware scheduling algorithms for I/O-intensive scientific workflows

T. Coleman, H. Casanova, T. Gwartney, R. Ferreira da Silva

International Conference on Computational Science (ICCS), 2021

DOI: 10.1007/978-3-030-77961-0_16

Workflows Community Summit: Bringing the Scientific Workflows Community Together

R. Ferreira da Silva, H. Casanova, K. Chard, D. Laney, D. Ahn, S. Jha, C. Goble, L. Ramakrishnan, L. Peterson, B. Enders, D. Thain, I. Altintas, Y. Babuji, R.M. Badia, V. Bonazzi, T. Coleman, et al.

arXiv preprint, 2021

Workflows Community Summit: Advancing the State-of-the-art of Scientific Workflows Management Systems Research and Development

R. Ferreira da Silva, H. Casanova, K. Chard, T. Coleman, D. Laney, D. Ahn, S. Jha, D. Howell, S. Soiland-Reyes, I. Altintas, D. Thain, R. Filgueira, et al.

arXiv preprint, 2021

WorkflowHub: Community Framework for Enabling Scientific Workflow Research and Development

R. Ferreira da Silva, L. Pottier, T. Coleman, E. Deelman, H. Casanova

IEEE/ACM Workflows in Support of Large-Scale Science (WORKS), 2020

DOI: 10.1109/WORKS51914.2020.00012

SharkID: A Framework for Automated Individual Shark Identification

T. Coleman

M.S. Thesis, California State University, Long Beach, 2020

A biometric for shark dorsal fins based on boundary descriptor matching

T. Coleman, J. Moon

Computer Applications in Industry and Engineering (CAINE), 2019

Projects

WfCommons

WfCommons (wfcommons.org) is an open-source framework that aims at supporting and bridging theoretical and practical aspects of workflow systems research and development.

Visit Project

National Data Platform

A federated and extensible data ecosystem (nationaldataplatform.org) to promote collaboration, innovation, and use of data on top of existing cyberinfrastructure capabilities.

Visit Project

Curriculum Vitae

Download my full CV as a PDF document.

Download CV (PDF)

Contact

Feel free to reach out for collaborations, questions, or opportunities.

tainagdcoleman@gmail.com