{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:JHBCUOWGSFJGN5ZQAOAFUR2FHW","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":"a4a40bf6304bb70757d1ccd5e6064d0080e2c7c97b8c62751935307ec525d61c","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2021-10-07T17:58:58Z","title_canon_sha256":"963a22eaac6f4cab973956a717dfcc54b7a15de114ba156381d7f61980ebc139"},"schema_version":"1.0","source":{"id":"2110.03681","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2110.03681","created_at":"2026-07-05T04:31:11Z"},{"alias_kind":"arxiv_version","alias_value":"2110.03681v3","created_at":"2026-07-05T04:31:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2110.03681","created_at":"2026-07-05T04:31:11Z"},{"alias_kind":"pith_short_12","alias_value":"JHBCUOWGSFJG","created_at":"2026-07-05T04:31:11Z"},{"alias_kind":"pith_short_16","alias_value":"JHBCUOWGSFJGN5ZQ","created_at":"2026-07-05T04:31:11Z"},{"alias_kind":"pith_short_8","alias_value":"JHBCUOWG","created_at":"2026-07-05T04:31:11Z"}],"graph_snapshots":[{"event_id":"sha256:63b58f8caac3d40a913af542f9a64bcb12600e128c5a1d9a576a5a3b6608e4a9","target":"graph","created_at":"2026-07-05T04:31:11Z","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/2110.03681/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Federated learning (FL) is a privacy-preserving paradigm where multiple participants jointly solve a machine learning problem without sharing raw data. Unlike traditional distributed learning, a unique characteristic of FL is statistical heterogeneity, namely, data distributions across participants are different from each other. Meanwhile, recent advances in the interpretation of neural networks have seen a wide use of neural tangent kernels (NTKs) for convergence analyses. In this paper, we propose a novel FL paradigm empowered by the NTK framework. The paradigm addresses the challenge of sta","authors_text":"Chau-Wai Wong, Dror Baron, Huaiyu Dai, Kai Yue, Richeng Jin, Ryan Pilgrim","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2021-10-07T17:58:58Z","title":"Neural Tangent Kernel Empowered Federated Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2110.03681","kind":"arxiv","version":3},"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:c8ac51914b9e37b6ea7ab28903bca9288f8671e9a2d6349d4741cd6f697cef59","target":"record","created_at":"2026-07-05T04:31:11Z","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":"a4a40bf6304bb70757d1ccd5e6064d0080e2c7c97b8c62751935307ec525d61c","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2021-10-07T17:58:58Z","title_canon_sha256":"963a22eaac6f4cab973956a717dfcc54b7a15de114ba156381d7f61980ebc139"},"schema_version":"1.0","source":{"id":"2110.03681","kind":"arxiv","version":3}},"canonical_sha256":"49c22a3ac6915266f73003805a47453dae5e22d08e6275ac60786f28e9471dac","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"49c22a3ac6915266f73003805a47453dae5e22d08e6275ac60786f28e9471dac","first_computed_at":"2026-07-05T04:31:11.222784Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:31:11.222784Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gXOyFloII9r1pOGhpW/4s0G7PwZ4k+SjagK/lXhZLnSBhZzpR/LXVDRLHsm7vDiUPvSlsaXbB+Ewz5V6TrpEAg==","signature_status":"signed_v1","signed_at":"2026-07-05T04:31:11.223259Z","signed_message":"canonical_sha256_bytes"},"source_id":"2110.03681","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c8ac51914b9e37b6ea7ab28903bca9288f8671e9a2d6349d4741cd6f697cef59","sha256:63b58f8caac3d40a913af542f9a64bcb12600e128c5a1d9a576a5a3b6608e4a9"],"state_sha256":"1d1b7092da45a589e075780110fb08622162d6891b9144e0e7fc2fa3ecb02b9c"}