{"id":"https://openalex.org/W4414945936","doi":"https://doi.org/10.1088/2632-2153/ae1100","title":"Self-supervised learning strategies for jet physics","display_name":"Self-supervised learning strategies for jet physics","publication_year":2025,"publication_date":"2025-10-08","ids":{"openalex":"https://openalex.org/W4414945936","doi":"https://doi.org/10.1088/2632-2153/ae1100"},"language":"en","primary_location":{"id":"doi:10.1088/2632-2153/ae1100","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ae1100","pdf_url":null,"source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1088/2632-2153/ae1100","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027858644","display_name":"P. Rieck","orcid":"https://orcid.org/0000-0003-0290-0566"},"institutions":[{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Patrick Rieck","raw_affiliation_strings":["Physics Department, New York University, New York, NY 10003, United States of America"],"raw_orcid":"https://orcid.org/0000-0003-0290-0566","affiliations":[{"raw_affiliation_string":"Physics Department, New York University, New York, NY 10003, United States of America","institution_ids":["https://openalex.org/I57206974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108167175","display_name":"K. Cranmer","orcid":"https://orcid.org/0000-0002-5769-7094"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kyle Cranmer","raw_affiliation_strings":["Data Science Institute and Physics Department, University of Wisconsin-Madison, Madison, WI 53706, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-5769-7094","affiliations":[{"raw_affiliation_string":"Data Science Institute and Physics Department, University of Wisconsin-Madison, Madison, WI 53706, United States of America","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066345795","display_name":"E. Dreyer","orcid":"https://orcid.org/0000-0001-8955-9510"},"institutions":[{"id":"https://openalex.org/I53964585","display_name":"Weizmann Institute of Science","ror":"https://ror.org/0316ej306","country_code":"IL","type":"education","lineage":["https://openalex.org/I53964585"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Etienne Dreyer","raw_affiliation_strings":["Weizmann Institute of Science, Rehovot, Israel"],"raw_orcid":"https://orcid.org/0000-0001-8955-9510","affiliations":[{"raw_affiliation_string":"Weizmann Institute of Science, Rehovot, Israel","institution_ids":["https://openalex.org/I53964585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120644407","display_name":"Eilam Gross","orcid":null},"institutions":[{"id":"https://openalex.org/I53964585","display_name":"Weizmann Institute of Science","ror":"https://ror.org/0316ej306","country_code":"IL","type":"education","lineage":["https://openalex.org/I53964585"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Eilam Gross","raw_affiliation_strings":["Weizmann Institute of Science, Rehovot, Israel"],"raw_orcid":"https://orcid.org/0000-0003-1244-9350","affiliations":[{"raw_affiliation_string":"Weizmann Institute of Science, Rehovot, Israel","institution_ids":["https://openalex.org/I53964585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031981867","display_name":"N. Kakati","orcid":"https://orcid.org/0000-0003-2155-1859"},"institutions":[{"id":"https://openalex.org/I53964585","display_name":"Weizmann Institute of Science","ror":"https://ror.org/0316ej306","country_code":"IL","type":"education","lineage":["https://openalex.org/I53964585"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Nilotpal Kakati","raw_affiliation_strings":["Weizmann Institute of Science, Rehovot, Israel"],"raw_orcid":"https://orcid.org/0000-0003-2155-1859","affiliations":[{"raw_affiliation_string":"Weizmann Institute of Science, Rehovot, Israel","institution_ids":["https://openalex.org/I53964585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092162952","display_name":"D. Kobylianskii","orcid":"https://orcid.org/0009-0002-0070-5900"},"institutions":[{"id":"https://openalex.org/I53964585","display_name":"Weizmann Institute of Science","ror":"https://ror.org/0316ej306","country_code":"IL","type":"education","lineage":["https://openalex.org/I53964585"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Dmitrii Kobylianskii","raw_affiliation_strings":["Weizmann Institute of Science, Rehovot, Israel"],"raw_orcid":"https://orcid.org/0009-0002-0070-5900","affiliations":[{"raw_affiliation_string":"Weizmann Institute of Science, Rehovot, Israel","institution_ids":["https://openalex.org/I53964585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044384097","display_name":"G. Merz","orcid":"https://orcid.org/0000-0003-4737-3931"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Garrett W Merz","raw_affiliation_strings":["Data Science Institute and Physics Department, University of Wisconsin-Madison, Madison, WI 53706, United States of America"],"raw_orcid":"https://orcid.org/0000-0003-4737-3931","affiliations":[{"raw_affiliation_string":"Data Science Institute and Physics Department, University of Wisconsin-Madison, Madison, WI 53706, United States of America","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024788830","display_name":"Nathalie Soybelman","orcid":"https://orcid.org/0000-0003-0209-0858"},"institutions":[{"id":"https://openalex.org/I53964585","display_name":"Weizmann Institute of Science","ror":"https://ror.org/0316ej306","country_code":"IL","type":"education","lineage":["https://openalex.org/I53964585"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Nathalie Soybelman","raw_affiliation_strings":["Weizmann Institute of Science, Rehovot, Israel"],"raw_orcid":"https://orcid.org/0000-0003-0209-0858","affiliations":[{"raw_affiliation_string":"Weizmann Institute of Science, Rehovot, Israel","institution_ids":["https://openalex.org/I53964585"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5027858644"],"corresponding_institution_ids":["https://openalex.org/I57206974"],"apc_list":{"value":1600,"currency":"GBP","value_usd":1962},"apc_paid":{"value":1600,"currency":"GBP","value_usd":1962},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1400751,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"6","issue":"4","first_page":"045015","last_page":"045015"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9386000037193298,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9386000037193298,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9254999756813049,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hadronization","display_name":"Hadronization","score":0.8371000289916992},{"id":"https://openalex.org/keywords/jet","display_name":"Jet (fluid)","score":0.521399974822998},{"id":"https://openalex.org/keywords/parton-shower","display_name":"Parton shower","score":0.4648999869823456},{"id":"https://openalex.org/keywords/scattering","display_name":"Scattering","score":0.4449999928474426},{"id":"https://openalex.org/keywords/hadron","display_name":"Hadron","score":0.4221999943256378},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.4018999934196472},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.3984000086784363}],"concepts":[{"id":"https://openalex.org/C186022433","wikidata":"https://www.wikidata.org/wiki/Q1456042","display_name":"Hadronization","level":3,"score":0.8371000289916992},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.6888999938964844},{"id":"https://openalex.org/C109214941","wikidata":"https://www.wikidata.org/wiki/Q18334","display_name":"Particle physics","level":1,"score":0.5328999757766724},{"id":"https://openalex.org/C119947313","wikidata":"https://www.wikidata.org/wiki/Q5596635","display_name":"Jet (fluid)","level":2,"score":0.521399974822998},{"id":"https://openalex.org/C2777609287","wikidata":"https://www.wikidata.org/wiki/Q117483","display_name":"Parton shower","level":4,"score":0.4648999869823456},{"id":"https://openalex.org/C191486275","wikidata":"https://www.wikidata.org/wiki/Q210028","display_name":"Scattering","level":2,"score":0.4449999928474426},{"id":"https://openalex.org/C19694890","wikidata":"https://www.wikidata.org/wiki/Q101667","display_name":"Hadron","level":2,"score":0.4221999943256378},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.40950000286102295},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.4018999934196472},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.3984000086784363},{"id":"https://openalex.org/C180566339","wikidata":"https://www.wikidata.org/wiki/Q117483","display_name":"Parton","level":3,"score":0.3790999948978424},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3675000071525574},{"id":"https://openalex.org/C81587630","wikidata":"https://www.wikidata.org/wiki/Q5319044","display_name":"Dynamical simulation","level":2,"score":0.36160001158714294},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.34709998965263367},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.3073999881744385},{"id":"https://openalex.org/C185544564","wikidata":"https://www.wikidata.org/wiki/Q81197","display_name":"Nuclear physics","level":1,"score":0.30399999022483826},{"id":"https://openalex.org/C184748400","wikidata":"https://www.wikidata.org/wiki/Q2599934","display_name":"Physics beyond the Standard Model","level":2,"score":0.27869999408721924},{"id":"https://openalex.org/C34146451","wikidata":"https://www.wikidata.org/wiki/Q5048094","display_name":"Cascade","level":2,"score":0.26750001311302185},{"id":"https://openalex.org/C33332235","wikidata":"https://www.wikidata.org/wiki/Q18362","display_name":"Theoretical physics","level":1,"score":0.26420000195503235},{"id":"https://openalex.org/C101454708","wikidata":"https://www.wikidata.org/wiki/Q17106019","display_name":"Standard Model (mathematical formulation)","level":3,"score":0.2558000087738037}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1088/2632-2153/ae1100","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ae1100","pdf_url":null,"source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:095bc05c7c8c4f59a081ec238aaf6506","is_oa":true,"landing_page_url":"https://doaj.org/article/095bc05c7c8c4f59a081ec238aaf6506","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Machine Learning: Science and Technology, Vol 6, Iss 4, p 045015 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1088/2632-2153/ae1100","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ae1100","pdf_url":null,"source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1688541312","display_name":null,"funder_award_id":"2120747","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5266256302","display_name":null,"funder_award_id":"DE-FOA-0002705","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G6100893909","display_name":null,"funder_award_id":"KA/OR55/22 (AIHEP)","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G678949406","display_name":null,"funder_award_id":"714179-2020780","funder_id":"https://openalex.org/F4320320950","funder_display_name":"United States-Israel Binational Science Foundation"},{"id":"https://openalex.org/G700315086","display_name":null,"funder_award_id":"715027","funder_id":"https://openalex.org/F4320320878","funder_display_name":"Minerva Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320320878","display_name":"Minerva Foundation","ror":"https://ror.org/02rxjts25"},{"id":"https://openalex.org/F4320320950","display_name":"United States-Israel Binational Science Foundation","ror":"https://ror.org/00j8z2m73"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1990869665","https://openalex.org/W2100507804","https://openalex.org/W2110999179","https://openalex.org/W2128158076","https://openalex.org/W2128881154","https://openalex.org/W3189302471","https://openalex.org/W4281488612","https://openalex.org/W4308821586","https://openalex.org/W4383906959","https://openalex.org/W4385647456","https://openalex.org/W4385912687","https://openalex.org/W4392736559","https://openalex.org/W4399457842","https://openalex.org/W4400557326","https://openalex.org/W4400720716","https://openalex.org/W4401642181","https://openalex.org/W4407103743","https://openalex.org/W4407803509","https://openalex.org/W4408447526","https://openalex.org/W4408521860","https://openalex.org/W4411363215","https://openalex.org/W4413021113","https://openalex.org/W6949721539"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"We":[1,107],"extend":[2],"the":[3,18,22,43,47,52,56,74,77,81,87,98,103,110],"re-simulation-based":[4],"self-supervised":[5],"learning":[6,9],"approach":[7,37],"to":[8,70,93],"representations":[10,71,114],"of":[11,21,27,33,40,46,55,80,112],"hadronic":[12],"jets":[13],"in":[14,76],"colliders":[15],"by":[16],"exploiting":[17],"Markov":[19],"property":[20],"standard":[23],"simulation":[24,48,57],"chain.":[25],"Instead":[26],"masking,":[28],"cropping,":[29],"or":[30],"other":[31],"forms":[32],"data":[34],"augmentation,":[35],"this":[36,67],"simulates":[38],"pairs":[39],"events":[41],"where":[42],"initial":[44,78],"portion":[45],"is":[49],"shared,":[50],"but":[51],"subsequent":[53],"stages":[54,79],"evolve":[58,105],"independently.":[59,106],"When":[60],"paired":[61],"with":[62,102],"a":[63],"contrastive":[64],"loss":[65],"function,":[66],"naturally":[68],"leads":[69],"that":[72],"capture":[73],"physics":[75],"simulation.":[82],"In":[83],"particular,":[84],"we":[85],"force":[86],"hard":[88],"scattering":[89],"and":[90,96,100],"parton":[91],"shower":[92],"be":[94],"shared":[95],"let":[97],"hadronization":[99],"interaction":[101],"detector":[104],"then":[108],"evaluate":[109],"utility":[111],"these":[113],"on":[115],"downstream":[116],"tasks.":[117]},"counts_by_year":[],"updated_date":"2026-02-24T06:16:03.338239","created_date":"2025-10-10T00:00:00"}
