Building Accessible ML-driven systems for large-scale scientific data

Peer-Reviewed Journal

1. The Making of a Community Dark Matter Dataset with the National Science Data Fabric — Apr 2026. A. Roberts, J. Marquez, K. H. NG, K. Mickelson, A. Panta, G. Scorzelli, A. Gooch, P. Cushman, M. Fritts, H. Neog, V. Pascucci, M. Taufer. Computing in Science & Engineering.
2. Expanding Access to Science Participation: A FAIR Framework for Petascale Data Visualization and Analytics — Dec 2025. A. Panta, A. Sahistan, X. Huang, A. A. Gooch, G. Scorzelli, H. Torres, P. Klein, G. A. Ovando-Montejo, P. Lindstrom, V. Pascucci. IEEE Transactions on Visualization and Computer Graphics.
3. "Enhancing Scientific Research with FAIR Digital Objects in the National Science Data Fabric — Sep 2023. M. Taufer, H. Martinez, J. Luettgau, L. Whitnah, G. Scorzelli, P. Newell, A. Panta, P.-T. Bremer, D. Fils, C. R. Kirkpatrick, and V. Pascucci. Computing in Science & Engineering, 25(5), 39–47.

Peer-Reviewed Conferences

1. Animating Petascale Time-varying Data on Commodity Hardware with LLM-assisted Scripting — Apr 2026. I. Jahan Eliza, X. Huang, A. Panta, A. Sahistan, Z. Li, A. Gooch, V. Pascucci. (ICBDA 2026)
2. Climate Data for Power Systems Applications: Lessons in Reusing Wildfire Smoke Data for Solar PV Studies — Aug 2025. A. Salinas, I. Sohail, V. Pascucci, P. Stefanakis, S. Amjad, A. Panta, et al. (HICSS 2026)
3. Large Data Acquisition and Analytics at Synchrotron Radiation Facilities — Dec 2025. A. Panta, G. Scorzelli, A. Gooch, W. Sun, K. Shanks, S. Sarker, D. Bougie, K. Soloway, R. Verberg, T. Berman, G. Tarcea, J. Allison, M. Taufer, V. Pascucci. (IEEE Big Data 2025)
4. Web-based Visualization and Analytics of Petascale Data: Equity as a Tide that Lifts All Boats — Oct 2024. A. Panta, X. Huang, N. McCurdy, et al. (LDAV 2024)

Peer-Reviewed Workshops

1. Multi-Agent Discovery and Resource-Aware Autonomous Exploration of Scientific Datasets — Aug 2026. A. Panta, H. Lee, G. Scorzelli, K. Yun, V. Pascucci. (AGENT4SC @ IEEE eScience 2026, To appear)
2. Scalable Climate Data Analysis: Balancing Petascale Fidelity and Computational Cost — May 2025.
3. Leveraging National Science Data Fabric Services to Train Data Scientists — Nov 2024.

Abstracts & Posters

1. A Voice-Enabled AI Agent for Interactive Visualization and Analysis of NASA's Downscaled Dataset — Dec 2025, AGU.
2. From Validation to Societal Value: A User-Centric Framework for Evaluating Regional Climate Models — Dec 2025, AGU.
3. Scalable Web-Based Exploration and RAG-enhanced Insights for NASA's Downscaled Climate Data — May 2025, CNG Conference.
4. Real-time Web-based Visualization and Analytics of Petascale Climate Data From the Cloud — Apr 2025, AGU Student Showcase.
5. Managing Large-scale Atmospheric and Oceanic Climate Data for Efficient Analysis and On-the-fly Interactive Visualization — Dec 2024, AGU.
6. Visualization of a Petascale Climate Data from a Browser: A NASA Usecase — Aug 2024, WIRED Symposium.

Unified & Interactive Framework for Data Intelligence

Azure AI Search + OpenAI + cloud-hosted climate data for natural-language querying, dynamic subsetting, and on-demand analytics.

Dynamic Super-Resolution for Multi-variate Climate Data

Custom CNN + upsampling with multi-quality inputs to reconstruct full-resolution fields on demand.

OpenVisus

Python APIs & data-access plugins for high-performance streaming and multiresolution visualization.

NASA AIST Open Climate Workbench

Scalable streaming, subsetting, and real-time visualization inside AIST OCW workflows.

Tutorials

• NASA ARSET Program: Assessing Extreme Weather Statistics using NASA Earth eXchange Global Daily Downscaled Projections (NEX-GDDP-CMIP6)
  A. Mehta, B. Thrasher, H. K. Lee, A. Goodman, A. Panta, V. Pascucci, G. Scorzelli

  743 participants 93 countries
  Sep 2025
• Tutorial: Strategies for Large-Scale Data Analysis with the National Science Data Fabric (NSDF)
  M. Taufer, V. Pascucci, J. Marquez, A. Gooch, A. Panta · EuroVis, 2026
  2026
• Tutorial: Strategies for Large-Scale Data Analysis with the National Science Data Fabric (NSDF)
  M. Taufer, V. Pascucci, J. Marquez, A. Gooch, A. Panta · ACM Summer School, Barcelona, 2026
  2026
• Tutorial: Strategies for Large-Scale Data Analysis with the National Science Data Fabric (NSDF)
  M. Taufer, V. Pascucci, J. Marquez, A. Gooch, A. Panta · IEEE IPDPS, 2025
  Jun 2025
• Enabling Scientific Discovery: Harnessing the Power of the National Science Data Fabric for Large-Scale Data Analysis
  V. Pascucci, A. Gooch, A. Panta, X. Huang, A. Sahıstan, G. Scorzelli, M. Taufer, J. Marquez, H. Martinez, P. Olaya, G. Laboy, J. Ashworth · IEEE VIS, 2024
  Nov 2024
• Using the NSDF Services for End-to-End Analysis and Visualization of Large Scientific Data
  H. Martinez, A. Panta, P. Olaya, G. Laboy, J. Ashworth, G. Scorzelli, J. Marquez, V. Pascucci, M. Taufer · NSDF Webinar Series, 2024
  Apr 2024

Invited Presentations

• OpenVisus for Visualization of Petascale Scientific Data
  NASA Earth Exchange (NEX) Biweekly Meeting · Remote
  Mar 2025
• OpenVisus for Petascale Scientific Visualization
  NCAR Earth System Data Science (ESDS) Initiative · Remote
  Mar 2025