{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:E76MWZXSEZHNCYQEFGMIDEPD2V","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":"fdcff477568a8596160e7e73e0ba2dc1aa64c7b168a8f24b13ff62c5bb259cbe","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-11-09T06:36:50Z","title_canon_sha256":"a8fb3b49f1fd333cb04ec09f348a3ab6015363bdcdcd929bc54de3973b062726"},"schema_version":"1.0","source":{"id":"2011.04218","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2011.04218","created_at":"2026-07-05T03:30:07Z"},{"alias_kind":"arxiv_version","alias_value":"2011.04218v2","created_at":"2026-07-05T03:30:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2011.04218","created_at":"2026-07-05T03:30:07Z"},{"alias_kind":"pith_short_12","alias_value":"E76MWZXSEZHN","created_at":"2026-07-05T03:30:07Z"},{"alias_kind":"pith_short_16","alias_value":"E76MWZXSEZHNCYQE","created_at":"2026-07-05T03:30:07Z"},{"alias_kind":"pith_short_8","alias_value":"E76MWZXS","created_at":"2026-07-05T03:30:07Z"}],"graph_snapshots":[{"event_id":"sha256:61cbccc104b421ecdf9d5fd792ef4c32dbae67c161cee448e4b52fbf8379a386","target":"graph","created_at":"2026-07-05T03:30:07Z","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/2011.04218/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Distinguishing the automorphic equivalence of nodes in a graph plays an essential role in many scientific domains, e.g., computational biologist and social network analysis. However, existing graph neural networks (GNNs) fail to capture such an important property. To make GNN aware of automorphic equivalence, we first introduce a localized variant of this concept -- ego-centered automorphic equivalence (Ego-AE). Then, we design a novel variant of GNN, i.e., GRAPE, that uses learnable AE-aware aggregators to explicitly differentiate the Ego-AE of each node's neighbors with the aids of various s","authors_text":"Fengli Xu, Pan Hui, Quanming Yao, Yong Li","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-11-09T06:36:50Z","title":"Automorphic Equivalence-aware Graph Neural Network"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2011.04218","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":"sha256:3032603b35296b9d6dc20b1371fe49d2a104f063e5533a81b5cae142dc61e52a","target":"record","created_at":"2026-07-05T03:30:07Z","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":"fdcff477568a8596160e7e73e0ba2dc1aa64c7b168a8f24b13ff62c5bb259cbe","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-11-09T06:36:50Z","title_canon_sha256":"a8fb3b49f1fd333cb04ec09f348a3ab6015363bdcdcd929bc54de3973b062726"},"schema_version":"1.0","source":{"id":"2011.04218","kind":"arxiv","version":2}},"canonical_sha256":"27fccb66f2264ed1620429988191e3d5590d66fd59456ef9e3c7f29ca864cc34","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"27fccb66f2264ed1620429988191e3d5590d66fd59456ef9e3c7f29ca864cc34","first_computed_at":"2026-07-05T03:30:07.528186Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:30:07.528186Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"OQQFPsyIasUiSosc9zRHukPQ/v1kkRI4r0FI+aFnx+omQ9Wnwn3shy6bxL06sq3yPZiHRZR+8Yy/mUnKPVbAAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T03:30:07.528829Z","signed_message":"canonical_sha256_bytes"},"source_id":"2011.04218","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3032603b35296b9d6dc20b1371fe49d2a104f063e5533a81b5cae142dc61e52a","sha256:61cbccc104b421ecdf9d5fd792ef4c32dbae67c161cee448e4b52fbf8379a386"],"state_sha256":"b2a4a3750f23fe66795877390db094abead8c1fc5c536c975b1a9140788cda2e"}