Name: TREASURE: Tokenizing HEP Collider Data for AI Discovery
Start: 2026-04-27T08:30:00-04:00
End: 2026-04-29T15:30:00-04:00
Location: BNL

TREASURE: Tokenizing HEP Collider Data for AI Discovery

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

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

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 Working Lunch
Working Lunch
12:30 - 13:30
Room: Large Seminar Room
13:30 Planning: Open Data
Open Data
13:30 - 15:20
Room: Large Seminar Room
Contributions

13:30 LHC Open Data: Discussion on Status & Opportunities - Beojan Stanislaus (Lawrence Berkeley National Lab. (US))

14:05 Planning for Low-Level Detector Data

14:40 Produce Work Plan on Open Data
15:20 Coffee Break
Coffee Break
15:20 - 15:35
Room: Large Seminar Room
15:35 Planning: Future Activities
Future Activities
15:35 - 17:05
Room: Large Seminar Room
Contributions

15:35 Planning for Additional Datasets (incl. Tevatron)

16:05 Where to store tokenized data?

16:35 Discussion
18:00 Group Dinner
Group Dinner
18:00 - 19:30
Room: Large Seminar Room
Tuesday, 28 April 2026
09:00 Topical presentations from TREASURE people
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 Event-level Tokenization
10:45 Coffee Break
Coffee Break
10:45 - 11:00
Room: Large Seminar Room
11:00 Topical presentations from TREASURE people
11:00 - 12:40
Room: Large Seminar Room
Contributions

11:00 Belle II

11:15 FCC-ee

11:30 Self-Supervised Learning - Ho Fung Tsoi (University of Pennsylvania (US))

11:45 Discussion
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
09:00 Foundation Model Architecture & Training
09:00 - 10:45
Room: Large Seminar Room
Contributions

09:00 Foundation Model Architecture & Training - Michael Kagan (SLAC National Accelerator Laboratory (US))

09:45 Benchmark Tasks & Evaluation Metrics
10:45 Coffee Break
Coffee Break
10:45 - 11:00
Room: Large Seminar Room
11:00 Foundation Model Architecture & Training
11:00 - 12:30
Room: Large Seminar Room
Contributions

11:00 Resource Needs and Connections to Industry
12:30 Working Lunch
Working Lunch
12:30 - 13:30
Room: Large Seminar Room

13:30 Check in on Deliverables and Define Next Steps

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

15:00 Workshop Concludes
Workshop Concludes
15:00 - 15:15
Room: Large Seminar Room

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