Quantum Simulation for High-Energy Physics
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Theoretical or conceptualConsensus signal: Theoretical or conceptual
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.273
- Threshold uncertainty score
- 0.507
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
- Teacher spread
- 0.271 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
It is for the first time that quantum simulation for high-energy physics (HEP) is studied in the U.S. decadal particle-physics community planning, and in fact until recently, this was not considered a mainstream topic in the community. This fact speaks of a remarkable rate of growth of this subfield over the past few years, stimulated by the impressive advancements in quantum information sciences (QIS) and associated technologies over the past decade, and the significant investment in this area by the government and private sectors in the U.S. and other countries. High-energy physicists have quickly identified problems of importance to our understanding of nature at the most fundamental level, from tiniest distances to cosmological extents, that are intractable with classical computers but may benefit from quantum advantage. They have initiated, and continue to carry out, a vigorous program in theory, algorithm, and hardware co-design for simulations of relevance to the HEP mission. This Roadmap is an attempt to bring this exciting and yet challenging area of research to the spotlight, and to elaborate on what the promises, requirements, challenges, and potential solutions are over the next decade and beyond.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
The record
- Venue
- PRX Quantum
- Topic
- Particle physics theoretical and experimental studies
- Field
- Physics and Astronomy
- Canadian institutions
- University of Toronto
- Funders
- Lawrence Berkeley National LaboratoryOak Ridge National LaboratoryArmy Research OfficeAir Force Office of Scientific ResearchNuclear PhysicsHigh Energy PhysicsOffice of Naval ResearchDeutsches Elektronen-SynchrotronInstitute for Quantum Information and Matter, California Institute of TechnologyAdvanced Research Projects AgencyAmes Research CenterMultidisciplinary University Research InitiativeOffice of ScienceUniversity of Illinois at Urbana-ChampaignDefense Advanced Research Projects AgencyUniversity of California, Santa BarbaraUniversität InnsbruckUniversitat Autònoma de BarcelonaAdvanced Scientific Computing ResearchU.S. Department of EnergyNational Natural Science Foundation of ChinaUniversità degli Studi di TrentoUniversity of TorontoCERNNational Institute of Standards and TechnologyHebrew University of JerusalemÖsterreichischen Akademie der WissenschaftenFermilabMunich Center for Quantum Science and TechnologyNational Science FoundationLos Alamos National LaboratoryUniversity of WashingtonRoyal SocietySimons FoundationUniversities Space Research AssociationInstitut für Quantenoptik und QuanteninformationLudwig-Maximilians-Universität MünchenMassachusetts Institute of TechnologyUniversity of ChicagoNational Aeronautics and Space AdministrationAbdus Salam International Centre for Theoretical PhysicsInternational Business Machines Corporation
- Keywords
- MainstreamGovernment (linguistics)LicenseCitationRelevance (law)OutreachComputer sciencePhysicsPolitical sciencePublic relationsEngineering ethicsLibrary scienceEngineeringLaw
- Has abstract in OpenAlex
- yes