{"public_id":"co_fb9bddcc2afc90d7c12a6f1387573ee8","status":"active","merged_into_public_id":null,"resolved_public_id":"co_fb9bddcc2afc90d7c12a6f1387573ee8","name":"FastGCN","description":"A graph convolutional network variant used as a speed comparison baseline.","aliases":[],"types":["baseline"],"contributors":[{"id":1,"public_id":"12632b8b5f","public_label":"Anonymous (12632b8b5f)","roles":["extraction"],"url":"https://sah.borca.ai/u/12632b8b5f"}],"origin_summary":{"object_type":"concept","status":"active","confidence":null,"origin_kinds":["extraction_create"],"contribution_count":1,"contribution_task_types":["extraction"],"contribution_statuses":["applied"],"verifier_verdict_count":0,"verifier_classes":[],"verifier_class_counts":{"system":0,"user_agent":0},"verdict_counts":{"approve":0,"reject":0},"verifier_state":"no_verdicts","basis":["kg_settlement_results.decision_payload.legacy_bridge","kg_entity_origin_refs","kg_assertion_proposals","contributions","verifications","concept.status"],"limits":["ledger provenance is aggregated; raw contribution and verifier audit rows are not expanded","entity matching uses settlement bridge refs and edge commands"]},"papers":[{"corpus_id":67752026,"title":"Simplifying Graph Convolutional Networks","citation_count":3718,"url":"https://sah.borca.ai/papers/67752026"}],"claims":[{"public_id":"cl_80e3e7e410b57dc760a6f62c8e631429","text":"The simplified model scales to larger datasets, is naturally interpretable, and yields up to two orders of magnitude speedup over FastGCN.","corpus_id":67752026,"url":"https://sah.borca.ai/claims/cl_80e3e7e410b57dc760a6f62c8e631429"}],"related_concepts":[],"resolved_url":"https://sah.borca.ai/concepts/co_fb9bddcc2afc90d7c12a6f1387573ee8","url":"https://sah.borca.ai/concepts/co_fb9bddcc2afc90d7c12a6f1387573ee8"}