{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/the-lsst-dark-energy-science-collaboration","title":"The LSST Dark Energy Science Collaboration (DESC) Science Requirements Document","arxiv_id":"1809.01669","date":"2018-09-05","proceeding":null,"authors":["The LSST Dark Energy Science Collaboration","Rachel Mandelbaum","Tim Eifler","Renée Hložek","Thomas Collett","Eric Gawiser","Daniel Scolnic","David Alonso","Humna Awan","Rahul Biswas","Jonathan Blazek","Patricia Burchat","Nora Elisa Chisari","Ian Dell'Antonio","Seth Digel","Josh Frieman","Daniel A. Goldstein","Isobel Hook","Željko Ivezić","Steven M. Kahn","Sowmya Kamath","David Kirkby","Thomas Kitching","Elisabeth Krause","Pierre-François Leget","Philip J. Marshall","Joshua Meyers","Hironao Miyatake","Jeffrey A. Newman","Robert Nichol","Eli Rykoff","F. Javier Sanchez","Anže Slosar","Mark Sullivan","M. A. Troxel"],"abstract":"The Large Synoptic Survey Telescope (LSST) Dark Energy Science Collaboration (DESC) will use five cosmological probes: galaxy clusters, large scale structure, supernovae, strong lensing, and weak lensing. This Science Requirements Document (SRD) quantifies the expected dark energy constraining power of these probes individually and together, with conservative assumptions about analysis methodology and follow-up observational resources based on our current understanding and the expected evolution within the field in the coming years. We then define requirements on analysis pipelines that will enable us to achieve our goal of carrying out a dark energy analysis consistent with the Dark Energy Task Force definition of a Stage IV dark energy experiment. This is achieved through a forecasting process that incorporates the flowdown to detailed requirements on multiple sources of systematic uncertainty. Future versions of this document will include evolution in our software capabilities and analysis plans along with updates to the LSST survey strategy.","url_abs":"https://arxiv.org/abs/1809.01669v2","url_pdf":"https://arxiv.org/pdf/1809.01669v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"links_only","authors_date_abstract":"arXiv metadata, CC0 1.0 (https://info.arxiv.org/help/license), from the Kaggle arXiv metadata snapshot of 2026-09-12"},"code_links":[{"paper_slug":"the-lsst-dark-energy-science-collaboration","repo_url":"https://github.com/lsstdesc/n5k","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"BSD-3-Clause"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1809.01669","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1809.01669"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/lsstdesc/n5k","reach":{"status":"ok","spdx":"BSD-3-Clause"}}],"summary":{"unverified":1},"by_repo_kind":{"listed":{"samples":1,"ran":0,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"e6c631965d312aeb","entry":"n5k_calculator_from_name","repo":"lsstdesc/n5k","repo_kind":"listed","path":"n5k/utils.py","file_url":"https://github.com/lsstdesc/n5k/blob/HEAD/n5k/utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"e6c631965d312aeb"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}