{"id":"https://openalex.org/W7128023366","doi":"https://doi.org/10.48550/arxiv.2602.05036","title":"Feedback Control for Multi-Objective Graph Self-Supervision","display_name":"Feedback Control for Multi-Objective Graph Self-Supervision","publication_year":2026,"publication_date":"2026-02-04","ids":{"openalex":"https://openalex.org/W7128023366","doi":"https://doi.org/10.48550/arxiv.2602.05036"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2602.05036","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017625786","display_name":"Karish Grover","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Grover, Karish","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056353088","display_name":"Theodore Vasiloudis","orcid":"https://orcid.org/0000-0002-8180-7521"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vasiloudis, Theodore","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125188486","display_name":"Han Xie","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xie, Han","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070687408","display_name":"Sixing Lu","orcid":"https://orcid.org/0000-0002-6514-4844"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lu, Sixing","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125142614","display_name":"Xiang Song","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Song, Xiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5035605036","display_name":"Christos Faloutsos","orcid":"https://orcid.org/0000-0003-2996-9790"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Faloutsos, Christos","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9545000195503235,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9545000195503235,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.0052999998442828655,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.004900000058114529,"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/pairwise-comparison","display_name":"Pairwise comparison","score":0.7148000001907349},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5281000137329102},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5084999799728394},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.37040001153945923},{"id":"https://openalex.org/keywords/toolbox","display_name":"Toolbox","score":0.36550000309944153},{"id":"https://openalex.org/keywords/bounding-overwatch","display_name":"Bounding overwatch","score":0.33320000767707825},{"id":"https://openalex.org/keywords/feedback-control","display_name":"Feedback control","score":0.32589998841285706}],"concepts":[{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.7148000001907349},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6340000033378601},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5281000137329102},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5084999799728394},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4050999879837036},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.37040001153945923},{"id":"https://openalex.org/C2777655017","wikidata":"https://www.wikidata.org/wiki/Q1501161","display_name":"Toolbox","level":2,"score":0.36550000309944153},{"id":"https://openalex.org/C63584917","wikidata":"https://www.wikidata.org/wiki/Q333286","display_name":"Bounding overwatch","level":2,"score":0.33320000767707825},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33090001344680786},{"id":"https://openalex.org/C3018651601","wikidata":"https://www.wikidata.org/wiki/Q183635","display_name":"Feedback control","level":2,"score":0.32589998841285706},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.3066999912261963},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.30660000443458557},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2994000017642975},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2912999987602234},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28220000863075256},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.2572999894618988},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.25699999928474426},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.25119999051094055},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.25110000371932983}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2602.05036","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2602.05036","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2602.05036","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2602.05036","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Can":[0],"multi-task":[1],"self-supervised":[2,15],"learning":[3,16],"on":[4],"graphs":[5],"be":[6,55],"coordinated":[7],"without":[8],"the":[9],"usual":[10],"tug-of-war":[11],"between":[12],"objectives?":[13],"Graph":[14],"(SSL)":[17],"offers":[18],"a":[19,35,56,84,104,127,134],"growing":[20],"toolbox":[21],"of":[22,75],"pretext":[23],"objectives:":[24],"mutual":[25],"information,":[26],"reconstruction,":[27],"contrastive":[28],"learning;":[29],"yet":[30],"combining":[31],"them":[32],"reliably":[33],"remains":[34],"challenge":[36],"due":[37],"to":[38,54,59,98],"objective":[39,69,91],"interference":[40],"and":[41,71,120,131],"training":[42],"instability.":[43],"Most":[44],"multi-pretext":[45],"pipelines":[46],"use":[47],"per-update":[48],"mixing,":[49],"forcing":[50],"every":[51],"parameter":[52],"update":[53],"compromise,":[57],"leading":[58],"three":[60],"failure":[61],"modes:":[62],"Disagreement":[63],"(conflict-induced":[64],"negative":[65],"transfer),":[66],"Drift":[67],"(nonstationary":[68],"utility),":[70],"Drought":[72],"(hidden":[73],"starvation":[74],"underserved":[76],"objectives).":[77],"We":[78,101],"argue":[79],"that":[80,107,151],"coordination":[81],"is":[82],"fundamentally":[83],"temporal":[85,114],"allocation":[86,115],"problem:":[87],"deciding":[88],"when":[89],"each":[90],"receives":[92],"optimization":[93],"budget,":[94],"not":[95],"merely":[96],"how":[97],"weigh":[99],"them.":[100],"introduce":[102],"ControlG,":[103],"control-theoretic":[105],"framework":[106],"recasts":[108],"multi-objective":[109],"graph":[110],"SSL":[111],"as":[112],"feedback-controlled":[113],"by":[116],"estimating":[117],"per-objective":[118],"difficulty":[119],"pairwise":[121],"antagonism,":[122],"planning":[123],"target":[124],"budgets":[125],"via":[126],"Pareto-aware":[128],"log-hypervolume":[129],"planner,":[130],"scheduling":[132],"with":[133],"Proportional-Integral-Derivative":[135],"(PID)":[136],"controller.":[137],"Across":[138],"9":[139],"datasets,":[140],"ControlG":[141],"consistently":[142],"outperforms":[143],"state-of-the-art":[144],"baselines,":[145],"while":[146],"producing":[147],"an":[148],"auditable":[149],"schedule":[150],"reveals":[152],"which":[153],"objectives":[154],"drove":[155],"learning.":[156]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-02-07T00:00:00"}