{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:343R5GDXY76M7IZ65G6VTG6OGA","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":"9a841481a9acc9c13805008b6581d55037ac71b132578e7c9ad3df4d92999531","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2025-07-03T15:26:24Z","title_canon_sha256":"91032b73944d1ea4c1a3d868832493fa096457c61292d11ec90db466770479dd"},"schema_version":"1.0","source":{"id":"2507.02710","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.02710","created_at":"2026-07-05T11:31:33Z"},{"alias_kind":"arxiv_version","alias_value":"2507.02710v1","created_at":"2026-07-05T11:31:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.02710","created_at":"2026-07-05T11:31:33Z"},{"alias_kind":"pith_short_12","alias_value":"343R5GDXY76M","created_at":"2026-07-05T11:31:33Z"},{"alias_kind":"pith_short_16","alias_value":"343R5GDXY76M7IZ6","created_at":"2026-07-05T11:31:33Z"},{"alias_kind":"pith_short_8","alias_value":"343R5GDX","created_at":"2026-07-05T11:31:33Z"}],"graph_snapshots":[{"event_id":"sha256:2b041574e34cd9eace4924b84944e3cc392fba358bb33fbb410b29cead9c1962","target":"graph","created_at":"2026-07-05T11:31:33Z","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/2507.02710/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Federated learning (FL) mechanisms typically require each client to transfer their weights to a central server, irrespective of how useful they are. In order to avoid wasteful data transfer costs from clients to the central server, we propose the use of consensus based protocols to identify a subset of clients with most useful model weights at each data transfer step. First, we explore the application of existing fluid democracy protocols to FL from a performance standpoint, comparing them with traditional one-person-one-vote (also known as 1p1v or FedAvg). We propose a new fluid democracy pro","authors_text":"Aditya Vema Reddy Kesari, Krishna Reddy Kesari","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2025-07-03T15:26:24Z","title":"Fluid Democracy in Federated Data Aggregation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.02710","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:c4a3e532e37e27df0313ca8c4e5d48a9f262e61917b74030d50cc5b2e8ad0ccf","target":"record","created_at":"2026-07-05T11:31:33Z","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":"9a841481a9acc9c13805008b6581d55037ac71b132578e7c9ad3df4d92999531","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2025-07-03T15:26:24Z","title_canon_sha256":"91032b73944d1ea4c1a3d868832493fa096457c61292d11ec90db466770479dd"},"schema_version":"1.0","source":{"id":"2507.02710","kind":"arxiv","version":1}},"canonical_sha256":"df371e9877c7fccfa33ee9bd599bce301424c2e885f51a2fe054bfcb43cf7c1b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"df371e9877c7fccfa33ee9bd599bce301424c2e885f51a2fe054bfcb43cf7c1b","first_computed_at":"2026-07-05T11:31:33.553231Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:31:33.553231Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lXulvbLB3h19RJ6YMC9sqY6C1ZDb95VC6Knne9iFXpkaFdQEgF7PDUGQSWHyD25i5zwoe899KwpfHwDzXvMIDA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:31:33.553699Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.02710","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c4a3e532e37e27df0313ca8c4e5d48a9f262e61917b74030d50cc5b2e8ad0ccf","sha256:2b041574e34cd9eace4924b84944e3cc392fba358bb33fbb410b29cead9c1962"],"state_sha256":"281f7dc783158471cac1576aa2ba144748ac21159a7df699e94552a5ddc507a5"}