Entropy for Energy Laboratory

Workshops

The group organizes hands-on workshops on data-driven materials modeling, quantum computing, and moving research toward application. Recordings and materials stay available after each event.

Laboratory to Launchpad: Bringing Your Energy IP to Life

Jun 11, 2026

Laboratory to Launchpad: Bringing Your Energy IP to Life was a one-day conference held on June 11, 2026, at the Hopkins Bloomberg Center in Washington, D.C. The conference brought together faculty, students, postdocs, researchers, and other innovators interested in moving research toward application. Sessions covered commercialization, intellectual property, federal funding, startup formation, research communication, and other aspects of translating research beyond the laboratory. The conference was organized by the Energy Translation Steering Committee at Johns Hopkins (Corey Oses, Steven Cohen, Jonah Erlebacher, and Avi Bregman) with a Nexus Convening Grant from the Provost's Office, co-sponsored by the Carey Business School, the Whiting School of Engineering, and the Applied Physics Laboratory.

Highlights

  • A featured talk by Dr. David Gates, CTO of Thea Energy
  • Workshops on pitching research, securing federal funding, intellectual property, licensing, and startup growth
  • A working lunch fireside chat with the Chief Commercialization Officer of the U.S. Department of Energy
  • A live pitch competition with judges from venture capital firms
  • A networking reception to close the day
Flyer for Laboratory to Launchpad: Bringing Your Energy IP to Life

Sessions

  1. Keynote: from the Princeton Plasma Physics Laboratory to co-founding Thea Energy Dr. David Gates, CTO, Thea Energy
  2. Panel: working across disciplines Rashad Howard, Dr. Jon R. Owens, Dr. Ahmed Diallo, Dr. Mark Jackson
  3. Workshop: Fastballs and Curveballs, how to pitch your research effectively Dr. Steven Cohen, Carey Business School
  4. Workshop: Finding the Fun in Funding, securing federal funding Dr. LaRico Treadwell, E4 Power
  5. Workshop: Research to Revenue, IP and market strategy for commercialization Christina DeMur, Johns Hopkins Technology Ventures
  6. Workshop: Don't Just Grow, Thrive, the stages of growing a business Johns Hopkins Technology Ventures
  7. Fireside chat Anthony Pugliese, Chief Commercialization Officer, U.S. Department of Energy
  8. Energy IP pitch competition Dr. Ian Tolfree (Emerald Development Managers), Carter Calloway (Ultratech Capital Partners), Rakesh Radhakrishnan (Prithvi Ventures)

Quantum Computing in Practice: Hands On with Quantinuum

Feb 25–26, 2026

Quantum Computing in Practice: Hands On with Quantinuum was a two-day workshop on quantum computing and its applications across chemistry, physics, materials science, biology, engineering, data science, and artificial intelligence. The program included talks, discussions, research presentations, and hands-on tutorials using Quantinuum hardware and software.

Flyer for Quantum Computing in Practice: Hands On with Quantinuum

Sessions

  1. Day 1: Opening remarks Prof. Corey Oses
  2. Day 1: Overview of modern quantum computing and its challenges Dr. Gregory Quiroz
  3. Day 1: National and international investment landscape Dr. Joan Hoffmann
  4. Day 1: Quantinuum systems and successes Dr. Mark Jackson
  5. Day 1: Panel: state and federal quantum initiatives Dr. Mark Jackson (moderator), Ricardo Benn, Dr. Richard Conroy, Dr. Joan Hoffmann, Rima Oueid
  6. Day 1: Quantum use case overview Dr. Thomas Soini
  7. Day 1: GenQAI: how quantum enables AI and vice versa Dr. Thomas Soini
  8. Day 1: Quantum workflow demonstration Ciaran Ward
  9. Nexus demo Mikail Shaikh
  10. Day 2: Guppy examples and homework notebook Mikail Shaikh
  11. Day 2: Quantinuum Nexus overview and demo; InQuanto and Nexus Mikail Shaikh, Ciaran Ward
    Watch

Data-Driven Materials Modeling Workshop

May 29–31, 2024

The first Data-Driven Materials Modeling Workshop was held May 29–31, 2024, in Hodson Hall on the Homewood campus, sponsored by the Institute for Data-Intensive Engineering and Science (IDIES), the Ralph O'Connor Sustainable Energy Institute (ROSEI), and Advanced Research Computing at Hopkins (ARCH). Each day had a theme, a morning keynote and seminar, and a hands-on afternoon: high-throughput thermodynamic modeling, quantum chemistry and catalysis, and Monte Carlo and molecular dynamics. The seminars introduced data-driven approaches for experimental and computational materials research, and the hands-on sessions gave students experience implementing the methods with guidance from graduate students and postdoctoral researchers.

Flyer for Data-Driven Materials Modeling Workshop

Links

Day 1 recordings were edited by Andrew Kim, an undergraduate in Materials Science and Engineering, and posted by Matthew Brownrigg.

Sessions

  1. Day 1 keynote: Artificial intelligence solutions for computational and materials chemistry tasks Prof. Olexandr Isayev, Carnegie Mellon University
    Watch and abstract

    A welcome and brief introduction to the workshop, followed by the keynote on universal deep learning potentials and machine-learning-guided materials discovery.

  2. Day 1 seminar: Introduction of AFLOW Prof. Corey Oses
    Watch
  3. Day 1 hands-on: AFLOW-DFT Dr. Guotao Qiu
    Watch
  4. Day 1 hands-on: AFLOW-Prototype Xiao Xu
    Watch
  5. Day 1 hands-on: AFLOW-CHULL Tianhao Li
    Watch
  6. Day 1 hands-on: AFLOW-POCC Dr. Yuxiang Liu
    Watch
  7. Day 1 hands-on: AFLOW-ML Xiao Xu
    Watch
  8. Day 2 keynote: Physical (and AI/ML amenable) paradigms for computationally interrogating atomic-scale reaction mechanisms Prof. John A. Keith, University of Pittsburgh
  9. Day 2 seminar Prof. Brandon Bukowski
  10. Day 2 hands-on: Quantum chemistry and catalysis (density functional theory with GPAW, ab initio molecular dynamics, machine learning potentials with NequIP) Prof. Brandon Bukowski
  11. Day 3 keynote: Combining advanced simulations and experiments, a path toward understanding collective phenomena Prof. Erik Luijten, Northwestern University
  12. Day 3 seminar Prof. Michael Falk, Prof. Tine Curk
  13. Day 3 hands-on: Monte Carlo and molecular dynamics (fracture with molecular dynamics, Monte Carlo for alloy equilibration, random forest classification and regression) Dr. Vicente Munizaga, Dr. Turash Haque Pial