{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:IV6JMWXCFTZICB6DLX4N4M43DQ","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":"481de831984bd74507fe7ac929b4a1e9260076b65ce19a89b8a07d12f1b1b2df","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-11-23T09:08:43Z","title_canon_sha256":"8f9dd36c484a586708416c3c93a4fd2855790bb543191d05b0f65efde46e4847"},"schema_version":"1.0","source":{"id":"2311.13864","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.13864","created_at":"2026-07-05T07:16:09Z"},{"alias_kind":"arxiv_version","alias_value":"2311.13864v1","created_at":"2026-07-05T07:16:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.13864","created_at":"2026-07-05T07:16:09Z"},{"alias_kind":"pith_short_12","alias_value":"IV6JMWXCFTZI","created_at":"2026-07-05T07:16:09Z"},{"alias_kind":"pith_short_16","alias_value":"IV6JMWXCFTZICB6D","created_at":"2026-07-05T07:16:09Z"},{"alias_kind":"pith_short_8","alias_value":"IV6JMWXC","created_at":"2026-07-05T07:16:09Z"}],"graph_snapshots":[{"event_id":"sha256:b0533ba9b7b4464b437abea986f9be5caf518850138c492c4253f82c95aab45d","target":"graph","created_at":"2026-07-05T07:16:09Z","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/2311.13864/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we highlight that both conformity and risk preference matter in making fund investment decisions beyond personal interest and seek to jointly characterize these aspects in a disentangled manner. Consequently, we develop a novel M ulti-granularity Graph Disentangled Learning framework named MGDL to effectively perform intelligent matching of fund investment products. Benefiting from the well-established fund graph and the attention module, multi-granularity user representations are derived from historical behaviors to separately express personal interest, conformity and risk pref","authors_text":"BinBin Hu, Bo Huang, Chuan Shi, Chunjing Gan, Jun Zhou, Tianyu Zhao, Wenliang Zhong, Yingru Lin, Zhiqiang Zhang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-11-23T09:08:43Z","title":"Which Matters Most in Making Fund Investment Decisions? A Multi-granularity Graph Disentangled Learning Framework"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.13864","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":"sha256:36152d3d6ffa4ea40c537f22a74fbbb10112eed0284a39a3eb9e453f6a8e8e4e","target":"record","created_at":"2026-07-05T07:16:09Z","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":"481de831984bd74507fe7ac929b4a1e9260076b65ce19a89b8a07d12f1b1b2df","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-11-23T09:08:43Z","title_canon_sha256":"8f9dd36c484a586708416c3c93a4fd2855790bb543191d05b0f65efde46e4847"},"schema_version":"1.0","source":{"id":"2311.13864","kind":"arxiv","version":1}},"canonical_sha256":"457c965ae22cf28107c35df8de339b1c0d786b5742b2215ed2b503fd34dd5f30","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"457c965ae22cf28107c35df8de339b1c0d786b5742b2215ed2b503fd34dd5f30","first_computed_at":"2026-07-05T07:16:09.318210Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:16:09.318210Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"I6HGG0umw3wgAJF4EgVJtX6UoLKxFkVKIss+gP1rJImxpT8Va/5vFZrmb0E1aAocz4caDTcWgAnk8ESGUpnXAA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:16:09.318782Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.13864","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:36152d3d6ffa4ea40c537f22a74fbbb10112eed0284a39a3eb9e453f6a8e8e4e","sha256:b0533ba9b7b4464b437abea986f9be5caf518850138c492c4253f82c95aab45d"],"state_sha256":"56723bf2f13d3b3e5f19e5ea1fb72ca9fc663e0ec14c8973df610ae5bb4bb3c3"}