{"as_of":"2026-07-19T00:13:00Z","canonical_paper_id":"2204.00215","canonical_url":"https://pith.science/paper/2204.00215/integrity","context_digest":"sha256:9c804ced3dfd4be786410c3594fa45506faa621a0f6c13d75342dd46ce7cbbc5","coverage_summary":[],"findings":[],"findings_empty_copy":"No checks are listed for this paper yet.","findings_observation_state":"no_listed_checks","links":{"arxiv":"https://arxiv.org/abs/2204.00215","bundle_json":"/pith/Z35IQGCWZWWS544E7A5PDSPWTV/bundle.json","citation_record":"/paper/2204.00215/citation-record","evidence":"/evidence","html":"/paper/2204.00215/integrity","integrity_json":"/paper/2204.00215/integrity.json","json":"/paper/2204.00215/integrity.json","legacy_integrity_json":"/pith/2204.00215/integrity.json","paper":"/paper/2204.00215","reference_changes":"/flags?citing=2204.00215"},"paper":{"arxiv_id":"2204.00215","latest_version":3,"primary_cat":"cs.LG","title":"Federated Learning Framework Coping with Hierarchical Heterogeneity in Cooperative ITS"},"pith_number":"pith:2022:Z35IQGCWZWWS544E7A5PDSPWTV","pith_short":"Z35IQGCWZWWS544E7A5PDSPWTV","record":{"arxiv_id":"2204.00215","claim":"As of an unrecorded date, Pith completed 0 of 0 listed checks against arXiv:2204.00215. No listed check completed, so this record makes no findings claim.","counts":{"completed":0,"failed":0,"listed":0,"not_collected":0,"not_requested":0,"partial":0,"public_findings_from_completed":0,"skipped":0,"unavailable":0,"withheld":0},"coverage":[],"observed_at":null,"refusal":"This is a record of named checks, not a clean-status claim or a paper verdict.","schema":"pith.integrity.v1"},"schema":"pith.paper-integrity-record.v1","species":"LEDGER"}