{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:YLXD2M4RXYZDPJPGTFDT7OORQW","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":"d60828e132c0cf6f966e40d1854ef09aa5c9aea2fedf229a79f32c6bd5b179f7","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-18T15:39:57Z","title_canon_sha256":"a994cfb40ffa8c00308d312a2e74164d4ba384220b1a43c80ebeb3bcd359db0f"},"schema_version":"1.0","source":{"id":"2412.14223","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.14223","created_at":"2026-07-05T10:18:47Z"},{"alias_kind":"arxiv_version","alias_value":"2412.14223v2","created_at":"2026-07-05T10:18:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.14223","created_at":"2026-07-05T10:18:47Z"},{"alias_kind":"pith_short_12","alias_value":"YLXD2M4RXYZD","created_at":"2026-07-05T10:18:47Z"},{"alias_kind":"pith_short_16","alias_value":"YLXD2M4RXYZDPJPG","created_at":"2026-07-05T10:18:47Z"},{"alias_kind":"pith_short_8","alias_value":"YLXD2M4R","created_at":"2026-07-05T10:18:47Z"}],"graph_snapshots":[{"event_id":"sha256:ae83124d285e7b4d2c85a5ec1064ecc3ddfa035ae80bba162727aec855da5943","target":"graph","created_at":"2026-07-05T10:18:47Z","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/2412.14223/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advancements in graph neural networks (GNNs) have highlighted the critical need of calibrating model predictions, with neighborhood prediction similarity recognized as a pivotal component. Existing studies suggest that nodes with analogous neighborhood prediction similarity often exhibit similar calibration characteristics. Building on this insight, recent approaches incorporate neighborhood similarity into node-wise temperature scaling techniques. However, our analysis reveals that this assumption does not hold universally. Calibration errors can differ significantly even among nodes w","authors_text":"Eunho Yang, Hyunjin Seo, Joonhyung Park, Kyusung Seo","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-18T15:39:57Z","title":"Towards Precise Prediction Uncertainty in GNNs: Refining GNNs with Topology-grouping Strategy"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.14223","kind":"arxiv","version":2},"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":"sha256:1022a547883dc1e150981f73fc38b3e07a9d7dc114a6adbde8efe783b6e06458","target":"record","created_at":"2026-07-05T10:18:47Z","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":"d60828e132c0cf6f966e40d1854ef09aa5c9aea2fedf229a79f32c6bd5b179f7","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-18T15:39:57Z","title_canon_sha256":"a994cfb40ffa8c00308d312a2e74164d4ba384220b1a43c80ebeb3bcd359db0f"},"schema_version":"1.0","source":{"id":"2412.14223","kind":"arxiv","version":2}},"canonical_sha256":"c2ee3d3391be3237a5e699473fb9d185840ea75ea8bbd518a10d02d641bfc117","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c2ee3d3391be3237a5e699473fb9d185840ea75ea8bbd518a10d02d641bfc117","first_computed_at":"2026-07-05T10:18:47.215388Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:18:47.215388Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"WwCKLeIY3yDE/HGsfL2zczycUfELguzPiVHTytmzkgamZS+lVpoTsoRRZz4XnJyf4Hvl2kzM6Ehoc4nrGpiMCA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:18:47.215932Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.14223","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1022a547883dc1e150981f73fc38b3e07a9d7dc114a6adbde8efe783b6e06458","sha256:ae83124d285e7b4d2c85a5ec1064ecc3ddfa035ae80bba162727aec855da5943"],"state_sha256":"6bc5999be541906dddff0bf5c897eeb3ce8cdc4648dad4b5303a7e77e96d36c6"}