Name: TREASURE: Tokenizing HEP Collider Data for AI Discovery
Start: 2026-04-27T08:30:00-04:00
End: 2026-04-29T16:15:00-04:00
Location: BNL

TREASURE: Tokenizing HEP Collider Data for AI Discovery

from Monday, 27 April 2026 (08:30) to Wednesday, 29 April 2026 (16:15)

Monday, 27 April 2026

08:30 Registration and Coffee
Registration and Coffee
08:30 - 09:00
Room: Large Seminar Room
09:00 AmSC Context & Integration: TREASURE and friends
TREASURE and friends
09:00 - 10:45
Room: Large Seminar Room
Contributions

09:00 Welcome and TREASURE context - Viviana Cavaliere (Brookhaven National Lab)

09:25 Connections to Nuclear Physics - James Dunlop (Brookhaven National Laboratory)

10:05 FM4NPP - Yi Huang
10:45 Coffee Break
Coffee Break
10:45 - 11:00
Room: Large Seminar Room
11:00 AmSC Context & Integration
11:00 - 12:30
Room: Large Seminar Room
Contributions

11:00 American Science Cloud - Debbie Bard (LBNL)

11:45 Data Broker and Standards (ModCon) - Laura Biven (JLab)
12:30 Group Photo 📸 + Working Lunch
Group Photo 📸 + Working Lunch
12:30 - 13:30
Room: Large Seminar Room
13:20 Planning: Open Data
Open Data
13:20 - 15:20
Room: Large Seminar Room
Contributions

13:30 Status reports on pre-PCDF Open Data release - Abhijith Gandrakota (Fermi National Accelerator Lab. (US)) Beojan Stanislaus (Lawrence Berkeley National Lab. (US)) Oz Amram (Fermi National Accelerator Lab. (US))

14:00 LHC Open Data: Discussion on Status & Opportunities - Beojan Stanislaus (Lawrence Berkeley National Lab. (US)) Matthew Bellis (Cornell University (US) / Siena University (US)) Zach Marshall (Lawrence Berkeley National Lab. (US))

14:30 Planning for Low-Level Detector Data
15:20 Coffee Break
Coffee Break
15:20 - 15:35
Room: Large Seminar Room
15:35 Planning: Future Activities
Future Activities
15:35 - 17:35
Room: Large Seminar Room
Contributions

16:05 Where to store tokenized data? - Scarlet Rachel Norberg (Fermi National Accelerator Lab. (US))

16:35 Event-level tokenization discussion - Nicholas Luongo (ANL) Viviana Cavaliere (Brookhaven National Lab)

17:05 Discussion
18:30 Dinner and golf at Top Golf
Dinner and golf at Top Golf
18:30 - 20:30
Room: Large Seminar Room
Tuesday, 28 April 2026

08:30 Breakfast
Breakfast
08:30 - 09:00
Room: Large Seminar Room
09:00 Topical presentations
09:00 - 10:45
Room: Large Seminar Room
Contributions

09:00 CMS (jets) - Oz Amram (Fermi National Accelerator Lab. (US))

09:25 ATLAS (jets) - Jeffrey Krupa (SLAC)

09:50 Tracking needs - Punit Sharma (Brookhaven National Laboratory (US))

10:05 AI for operations - Walter Hopkins (Argonne National Laboratory (US))
10:45 Coffee Break
Coffee Break
10:45 - 11:00
Room: Large Seminar Room
11:00 Foundation Models and AI in Trigger
11:00 - 12:30
Room: Large Seminar Room
Contributions

11:00 The future of Foundation Models - Michael Kagan (SLAC National Accelerator Laboratory (US))

11:35 AI in Trigger - Jennifer Ngadiuba (Fermi National Accelerator Lab. (US))
12:30 Working Lunch
Working Lunch
12:30 - 13:30
Room: Large Seminar Room

13:30 Working time

13:30 - 15:00
Room: Large Seminar Room

15:00 Coffee Break
Coffee Break
15:00 - 15:30
Room: Large Seminar Room

15:30 BNL Physics Colloquium "An Open Future for ATLAS, HEP, and Global Software and Computing"
BNL Physics Colloquium "An Open Future for ATLAS, HEP, and Global Software and Computing"
15:30 - 16:30
Room: Large Seminar Room

16:30 Working time

16:30 - 17:00
Room: Large Seminar Room
Wednesday, 29 April 2026

08:30 Breakfast
Breakfast
08:30 - 09:00
Room: Large Seminar Room
09:00 Topical presentations
09:00 - 10:30
Room: Large Seminar Room
Contributions

09:15 FCC-ee - Andrea Sciandra (Brookhaven National Laboratory (US))

09:25 Belle 2 - Riccardo Manfredi (Brookhaven National Laboratory (US))

09:35 Self supervised learning - Ho Fung Tsoi (University of Pennsylvania (US))

09:45 Compression - Antonio Boveia (Ohio State University)

10:00 Discussion
10:30 Coffee Break
Coffee Break
10:30 - 10:45
Room: Large Seminar Room

10:45 Working time

10:45 - 12:00
Room: Large Seminar Room

12:00 Working Lunch
Working Lunch
12:00 - 13:00
Room: Large Seminar Room
13:00 Check in on Deliverables and Define Next Steps
13:00 - 14:30
Room: Large Seminar Room
Contributions

13:00 Closeout - Viviana Cavaliere (Brookhaven National Lab)
14:30 Workshop Concludes
Workshop Concludes
14:30 - 14:45
Room: Large Seminar Room