{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2015:NW3WFWF2N3V73M3VYE5MRBJS3J","short_pith_number":"pith:NW3WFWF2","canonical_record":{"source":{"id":"1509.01173","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2015-09-03T17:37:08Z","cross_cats_sorted":["cs.SI","physics.soc-ph"],"title_canon_sha256":"af339caccb236b37bd161fc3771789ebcad83c6f8a48dc6e48013f1feac194cd","abstract_canon_sha256":"b0cf6d00ecb6fc4b88a9f8a1d959dfa59ac6efa4e113f0c411a18c163386c779"},"schema_version":"1.0"},"canonical_sha256":"6db762d8ba6eebfdb375c13ac88532da7e70d4746937da94e17aa5f7d7b61386","source":{"kind":"arxiv","id":"1509.01173","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1509.01173","created_at":"2026-05-18T00:55:25Z"},{"alias_kind":"arxiv_version","alias_value":"1509.01173v1","created_at":"2026-05-18T00:55:25Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1509.01173","created_at":"2026-05-18T00:55:25Z"},{"alias_kind":"pith_short_12","alias_value":"NW3WFWF2N3V7","created_at":"2026-05-18T12:29:34Z"},{"alias_kind":"pith_short_16","alias_value":"NW3WFWF2N3V73M3V","created_at":"2026-05-18T12:29:34Z"},{"alias_kind":"pith_short_8","alias_value":"NW3WFWF2","created_at":"2026-05-18T12:29:34Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2015:NW3WFWF2N3V73M3VYE5MRBJS3J","target":"record","payload":{"canonical_record":{"source":{"id":"1509.01173","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2015-09-03T17:37:08Z","cross_cats_sorted":["cs.SI","physics.soc-ph"],"title_canon_sha256":"af339caccb236b37bd161fc3771789ebcad83c6f8a48dc6e48013f1feac194cd","abstract_canon_sha256":"b0cf6d00ecb6fc4b88a9f8a1d959dfa59ac6efa4e113f0c411a18c163386c779"},"schema_version":"1.0"},"canonical_sha256":"6db762d8ba6eebfdb375c13ac88532da7e70d4746937da94e17aa5f7d7b61386","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:55:25.633678Z","signature_b64":"ZanfYt3fJqwE6kLZAv66PhflUH9K7rsGRbgFQaRDOMNlR6nYqki/SforXuY9QI4Cx+LLYliqOEB6akontsG6DA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"6db762d8ba6eebfdb375c13ac88532da7e70d4746937da94e17aa5f7d7b61386","last_reissued_at":"2026-05-18T00:55:25.633098Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:55:25.633098Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1509.01173","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-18T00:55:25Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"fWRY6s7brGezf8ZzR5/XzCac1DF/vZGO8YeU9TUmdMrlyiu9v0VzpdH3HUIiMyswoBl2BbGvemgz24JC7ZTLAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-30T12:05:34.929776Z"},"content_sha256":"4726978a9f7b4e28ef85451b554dfbac27f09ed340e2c451f601a7d2caf391dc","schema_version":"1.0","event_id":"sha256:4726978a9f7b4e28ef85451b554dfbac27f09ed340e2c451f601a7d2caf391dc"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2015:NW3WFWF2N3V73M3VYE5MRBJS3J","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Community Detection in Networks with Node Features","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.SI","physics.soc-ph"],"primary_cat":"stat.ML","authors_text":"Elizaveta Levina, Ji Zhu, Yuan Zhang","submitted_at":"2015-09-03T17:37:08Z","abstract_excerpt":"Many methods have been proposed for community detection in networks, but most of them do not take into account additional information on the nodes that is often available in practice. In this paper, we propose a new joint community detection criterion that uses both the network edge information and the node features to detect community structures. One advantage our method has over existing joint detection approaches is the flexibility of learning the impact of different features which may differ across communities. Another advantage is the flexibility of choosing the amount of influence the fe"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1509.01173","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-18T00:55:25Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"AK/kfv6XHJJsygVHO/3pNcPl815TWXuyYdiTrUVPUed7++Q99TpNmi8Mh6gjaDPrvFLGJJjNoZENvTunWOdVDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-30T12:05:34.930328Z"},"content_sha256":"277ec156a388427c1b8522e856fb82bb56d690f4355694a50148fa41b1f5304e","schema_version":"1.0","event_id":"sha256:277ec156a388427c1b8522e856fb82bb56d690f4355694a50148fa41b1f5304e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/NW3WFWF2N3V73M3VYE5MRBJS3J/bundle.json","state_url":"https://pith.science/pith/NW3WFWF2N3V73M3VYE5MRBJS3J/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/NW3WFWF2N3V73M3VYE5MRBJS3J/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-05-30T12:05:34Z","links":{"resolver":"https://pith.science/pith/NW3WFWF2N3V73M3VYE5MRBJS3J","bundle":"https://pith.science/pith/NW3WFWF2N3V73M3VYE5MRBJS3J/bundle.json","state":"https://pith.science/pith/NW3WFWF2N3V73M3VYE5MRBJS3J/state.json","well_known_bundle":"https://pith.science/.well-known/pith/NW3WFWF2N3V73M3VYE5MRBJS3J/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2015:NW3WFWF2N3V73M3VYE5MRBJS3J","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":"b0cf6d00ecb6fc4b88a9f8a1d959dfa59ac6efa4e113f0c411a18c163386c779","cross_cats_sorted":["cs.SI","physics.soc-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2015-09-03T17:37:08Z","title_canon_sha256":"af339caccb236b37bd161fc3771789ebcad83c6f8a48dc6e48013f1feac194cd"},"schema_version":"1.0","source":{"id":"1509.01173","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1509.01173","created_at":"2026-05-18T00:55:25Z"},{"alias_kind":"arxiv_version","alias_value":"1509.01173v1","created_at":"2026-05-18T00:55:25Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1509.01173","created_at":"2026-05-18T00:55:25Z"},{"alias_kind":"pith_short_12","alias_value":"NW3WFWF2N3V7","created_at":"2026-05-18T12:29:34Z"},{"alias_kind":"pith_short_16","alias_value":"NW3WFWF2N3V73M3V","created_at":"2026-05-18T12:29:34Z"},{"alias_kind":"pith_short_8","alias_value":"NW3WFWF2","created_at":"2026-05-18T12:29:34Z"}],"graph_snapshots":[{"event_id":"sha256:277ec156a388427c1b8522e856fb82bb56d690f4355694a50148fa41b1f5304e","target":"graph","created_at":"2026-05-18T00:55:25Z","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"},"paper":{"abstract_excerpt":"Many methods have been proposed for community detection in networks, but most of them do not take into account additional information on the nodes that is often available in practice. In this paper, we propose a new joint community detection criterion that uses both the network edge information and the node features to detect community structures. One advantage our method has over existing joint detection approaches is the flexibility of learning the impact of different features which may differ across communities. Another advantage is the flexibility of choosing the amount of influence the fe","authors_text":"Elizaveta Levina, Ji Zhu, Yuan Zhang","cross_cats":["cs.SI","physics.soc-ph"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2015-09-03T17:37:08Z","title":"Community Detection in Networks with Node Features"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1509.01173","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":"sha256:4726978a9f7b4e28ef85451b554dfbac27f09ed340e2c451f601a7d2caf391dc","target":"record","created_at":"2026-05-18T00:55:25Z","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":"b0cf6d00ecb6fc4b88a9f8a1d959dfa59ac6efa4e113f0c411a18c163386c779","cross_cats_sorted":["cs.SI","physics.soc-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2015-09-03T17:37:08Z","title_canon_sha256":"af339caccb236b37bd161fc3771789ebcad83c6f8a48dc6e48013f1feac194cd"},"schema_version":"1.0","source":{"id":"1509.01173","kind":"arxiv","version":1}},"canonical_sha256":"6db762d8ba6eebfdb375c13ac88532da7e70d4746937da94e17aa5f7d7b61386","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6db762d8ba6eebfdb375c13ac88532da7e70d4746937da94e17aa5f7d7b61386","first_computed_at":"2026-05-18T00:55:25.633098Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:55:25.633098Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZanfYt3fJqwE6kLZAv66PhflUH9K7rsGRbgFQaRDOMNlR6nYqki/SforXuY9QI4Cx+LLYliqOEB6akontsG6DA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:55:25.633678Z","signed_message":"canonical_sha256_bytes"},"source_id":"1509.01173","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4726978a9f7b4e28ef85451b554dfbac27f09ed340e2c451f601a7d2caf391dc","sha256:277ec156a388427c1b8522e856fb82bb56d690f4355694a50148fa41b1f5304e"],"state_sha256":"b3f750ab6f9b569f0c339531c4c7bfe4550d62643e1b13af15b4421b2d1b6bf0"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"YPq+icwJe2KgX0XR+BStRbYDaA/wgVeeaHzOJO1uMqcKO7oMf5t/XSK53aq5hSpTnkP25BWL6gh6+crRiu96Aw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-30T12:05:34.933474Z","bundle_sha256":"84919999c42efe95ef35fb66b052493bdb413a9877fbda8d9285c6902d511bf4"}}