{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:5M4HTRTHFDMSGLWCJBC3ES6WKY","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"1715d49ba55e6a3a81939c9c6358ceea79df46b54dcaf34a2ca70c7ca8a6864e","cross_cats_sorted":["cs.AI","cs.DC","cs.MA","cs.SI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-12-07T18:24:19Z","title_canon_sha256":"921058c4c0f54dd87fdf59b636bde648674ce8bc21b689332bfed78b154d46fc"},"schema_version":"1.0","source":{"id":"2312.04504","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.04504","created_at":"2026-07-05T07:21:35Z"},{"alias_kind":"arxiv_version","alias_value":"2312.04504v1","created_at":"2026-07-05T07:21:35Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.04504","created_at":"2026-07-05T07:21:35Z"},{"alias_kind":"pith_short_12","alias_value":"5M4HTRTHFDMS","created_at":"2026-07-05T07:21:35Z"},{"alias_kind":"pith_short_16","alias_value":"5M4HTRTHFDMSGLWC","created_at":"2026-07-05T07:21:35Z"},{"alias_kind":"pith_short_8","alias_value":"5M4HTRTH","created_at":"2026-07-05T07:21:35Z"}],"graph_snapshots":[{"event_id":"sha256:3a720d1fbe9601673b466a24efc4db2405fd2b162b43ebc5dac099af1f442724","target":"graph","created_at":"2026-07-05T07:21:35Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2312.04504/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Federated Learning (FL) is a well-known framework for successfully performing a learning task in an edge computing scenario where the devices involved have limited resources and incomplete data representation. The basic assumption of FL is that the devices communicate directly or indirectly with a parameter server that centrally coordinates the whole process, overcoming several challenges associated with it. However, in highly pervasive edge scenarios, the presence of a central controller that oversees the process cannot always be guaranteed, and the interactions (i.e., the connectivity graph)","authors_text":"Andrea Passarella, Chiara Boldrini, Gerardo I\\~niguez, J\\'anos Kert\\'esz, Lorenzo Valerio, M\\'arton Karsai","cross_cats":["cs.AI","cs.DC","cs.MA","cs.SI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-12-07T18:24:19Z","title":"Coordination-free Decentralised Federated Learning on Complex Networks: Overcoming Heterogeneity"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.04504","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:ac5879aa3c96c6cd4466b9826074ae1b948fb60e8df0a5cc0dbe90e926786b48","target":"record","created_at":"2026-07-05T07:21:35Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"1715d49ba55e6a3a81939c9c6358ceea79df46b54dcaf34a2ca70c7ca8a6864e","cross_cats_sorted":["cs.AI","cs.DC","cs.MA","cs.SI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-12-07T18:24:19Z","title_canon_sha256":"921058c4c0f54dd87fdf59b636bde648674ce8bc21b689332bfed78b154d46fc"},"schema_version":"1.0","source":{"id":"2312.04504","kind":"arxiv","version":1}},"canonical_sha256":"eb3879c66728d9232ec24845b24bd65618090f037304ada29b087f97d22dc9f8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"eb3879c66728d9232ec24845b24bd65618090f037304ada29b087f97d22dc9f8","first_computed_at":"2026-07-05T07:21:35.273200Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:21:35.273200Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QFj+NVFbtbEA4XQCokJGHCpjtnOIzTw/vtIlvAjK9VAPvrCG4Ag7QdzSX/G1lLO6GRroY5lLdPgGrethMmf8CQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:21:35.273683Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.04504","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ac5879aa3c96c6cd4466b9826074ae1b948fb60e8df0a5cc0dbe90e926786b48","sha256:3a720d1fbe9601673b466a24efc4db2405fd2b162b43ebc5dac099af1f442724"],"state_sha256":"0f97f67c8e5af8352ed778b0c89681cfb2def835232f03ce876dd54b521b0ea4"}