{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:P2YLV4OC3TQSQIKR7NI6HK27LF","short_pith_number":"pith:P2YLV4OC","canonical_record":{"source":{"id":"2405.20565","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-05-31T01:07:37Z","cross_cats_sorted":[],"title_canon_sha256":"607041c23ae2b9df4d3032f68fc7911ec03558f6cf9320ec485fb6fa45cb57ed","abstract_canon_sha256":"2ed255d9eadf46165fe2ccf936aff565c8b48eb238a3b5cf5eecf17a127b5218"},"schema_version":"1.0"},"canonical_sha256":"7eb0baf1c2dce1282151fb51e3ab5f59690b88d0702582e05800ac37f5c30011","source":{"kind":"arxiv","id":"2405.20565","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.20565","created_at":"2026-07-05T08:25:39Z"},{"alias_kind":"arxiv_version","alias_value":"2405.20565v1","created_at":"2026-07-05T08:25:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.20565","created_at":"2026-07-05T08:25:39Z"},{"alias_kind":"pith_short_12","alias_value":"P2YLV4OC3TQS","created_at":"2026-07-05T08:25:39Z"},{"alias_kind":"pith_short_16","alias_value":"P2YLV4OC3TQSQIKR","created_at":"2026-07-05T08:25:39Z"},{"alias_kind":"pith_short_8","alias_value":"P2YLV4OC","created_at":"2026-07-05T08:25:39Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:P2YLV4OC3TQSQIKR7NI6HK27LF","target":"record","payload":{"canonical_record":{"source":{"id":"2405.20565","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-05-31T01:07:37Z","cross_cats_sorted":[],"title_canon_sha256":"607041c23ae2b9df4d3032f68fc7911ec03558f6cf9320ec485fb6fa45cb57ed","abstract_canon_sha256":"2ed255d9eadf46165fe2ccf936aff565c8b48eb238a3b5cf5eecf17a127b5218"},"schema_version":"1.0"},"canonical_sha256":"7eb0baf1c2dce1282151fb51e3ab5f59690b88d0702582e05800ac37f5c30011","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:25:39.181090Z","signature_b64":"IoXB44N2KcjvVG0AETM/CFIwXBMYIQvn0JtHWO3NbmC34B8a+qPL+3kDuAT4hk8BsGFZ8qfnxN1s77UCjk7wDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7eb0baf1c2dce1282151fb51e3ab5f59690b88d0702582e05800ac37f5c30011","last_reissued_at":"2026-07-05T08:25:39.180774Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:25:39.180774Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2405.20565","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":"2026-07-05T08:25:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"XImGKcVmHJa3NpyVq30syESRDHh5+s/lLItqR3RKCzPGrTr/2RRro/R16qNgahwOQfo0w3PFy0SyhlxQDaOIDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T01:53:24.655395Z"},"content_sha256":"b96841f042646565288ed27a9028ea9fa037431dd8df19a0b37c308f19ee9878","schema_version":"1.0","event_id":"sha256:b96841f042646565288ed27a9028ea9fa037431dd8df19a0b37c308f19ee9878"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:P2YLV4OC3TQSQIKR7NI6HK27LF","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Knowledge Enhanced Multi-intent Transformer Network for Recommendation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.IR","authors_text":"Chengfu Huo, Chuanyu Xu, Ding Zou, Feida Zhu, Tao Zhang, Wei Wei","submitted_at":"2024-05-31T01:07:37Z","abstract_excerpt":"Incorporating Knowledge Graphs into Recommendation has attracted growing attention in industry, due to the great potential of KG in providing abundant supplementary information and interpretability for the underlying models. However, simply integrating KG into recommendation usually brings in negative feedback in industry, due to the ignorance of the following two factors: i) users' multiple intents, which involve diverse nodes in KG. For example, in e-commerce scenarios, users may exhibit preferences for specific styles, brands, or colors. ii) knowledge noise, which is a prevalent issue in Kn"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.20565","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":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2405.20565/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"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":"2026-07-05T08:25:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ZbuJLGJ/BbR2/lYP2T9gMdBFkYP7xyrmovhZpVPV4MkCKnPYDNp0heD0aA5kB2robfKjU3ia8iMcuuaeytl4DQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T01:53:24.655901Z"},"content_sha256":"ec898ada6ffa9fcbf0c5ddc0897aafdb5ee5c040f9a91631ac4203fce06d1c65","schema_version":"1.0","event_id":"sha256:ec898ada6ffa9fcbf0c5ddc0897aafdb5ee5c040f9a91631ac4203fce06d1c65"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/P2YLV4OC3TQSQIKR7NI6HK27LF/bundle.json","state_url":"https://pith.science/pith/P2YLV4OC3TQSQIKR7NI6HK27LF/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/P2YLV4OC3TQSQIKR7NI6HK27LF/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":"2026-08-21T01:53:24Z","links":{"resolver":"https://pith.science/pith/P2YLV4OC3TQSQIKR7NI6HK27LF","bundle":"https://pith.science/pith/P2YLV4OC3TQSQIKR7NI6HK27LF/bundle.json","state":"https://pith.science/pith/P2YLV4OC3TQSQIKR7NI6HK27LF/state.json","well_known_bundle":"https://pith.science/.well-known/pith/P2YLV4OC3TQSQIKR7NI6HK27LF/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:P2YLV4OC3TQSQIKR7NI6HK27LF","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":"2ed255d9eadf46165fe2ccf936aff565c8b48eb238a3b5cf5eecf17a127b5218","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-05-31T01:07:37Z","title_canon_sha256":"607041c23ae2b9df4d3032f68fc7911ec03558f6cf9320ec485fb6fa45cb57ed"},"schema_version":"1.0","source":{"id":"2405.20565","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.20565","created_at":"2026-07-05T08:25:39Z"},{"alias_kind":"arxiv_version","alias_value":"2405.20565v1","created_at":"2026-07-05T08:25:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.20565","created_at":"2026-07-05T08:25:39Z"},{"alias_kind":"pith_short_12","alias_value":"P2YLV4OC3TQS","created_at":"2026-07-05T08:25:39Z"},{"alias_kind":"pith_short_16","alias_value":"P2YLV4OC3TQSQIKR","created_at":"2026-07-05T08:25:39Z"},{"alias_kind":"pith_short_8","alias_value":"P2YLV4OC","created_at":"2026-07-05T08:25:39Z"}],"graph_snapshots":[{"event_id":"sha256:ec898ada6ffa9fcbf0c5ddc0897aafdb5ee5c040f9a91631ac4203fce06d1c65","target":"graph","created_at":"2026-07-05T08:25:39Z","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/2405.20565/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Incorporating Knowledge Graphs into Recommendation has attracted growing attention in industry, due to the great potential of KG in providing abundant supplementary information and interpretability for the underlying models. However, simply integrating KG into recommendation usually brings in negative feedback in industry, due to the ignorance of the following two factors: i) users' multiple intents, which involve diverse nodes in KG. For example, in e-commerce scenarios, users may exhibit preferences for specific styles, brands, or colors. ii) knowledge noise, which is a prevalent issue in Kn","authors_text":"Chengfu Huo, Chuanyu Xu, Ding Zou, Feida Zhu, Tao Zhang, Wei Wei","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-05-31T01:07:37Z","title":"Knowledge Enhanced Multi-intent Transformer Network for Recommendation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.20565","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:b96841f042646565288ed27a9028ea9fa037431dd8df19a0b37c308f19ee9878","target":"record","created_at":"2026-07-05T08:25:39Z","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":"2ed255d9eadf46165fe2ccf936aff565c8b48eb238a3b5cf5eecf17a127b5218","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-05-31T01:07:37Z","title_canon_sha256":"607041c23ae2b9df4d3032f68fc7911ec03558f6cf9320ec485fb6fa45cb57ed"},"schema_version":"1.0","source":{"id":"2405.20565","kind":"arxiv","version":1}},"canonical_sha256":"7eb0baf1c2dce1282151fb51e3ab5f59690b88d0702582e05800ac37f5c30011","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7eb0baf1c2dce1282151fb51e3ab5f59690b88d0702582e05800ac37f5c30011","first_computed_at":"2026-07-05T08:25:39.180774Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:25:39.180774Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"IoXB44N2KcjvVG0AETM/CFIwXBMYIQvn0JtHWO3NbmC34B8a+qPL+3kDuAT4hk8BsGFZ8qfnxN1s77UCjk7wDA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:25:39.181090Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.20565","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b96841f042646565288ed27a9028ea9fa037431dd8df19a0b37c308f19ee9878","sha256:ec898ada6ffa9fcbf0c5ddc0897aafdb5ee5c040f9a91631ac4203fce06d1c65"],"state_sha256":"bca68a9e9d9de11237228db7c58b77213da262f4d39f8d1449fc03f4becafa2e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"eew8E5gudxCdHmuIS87TJqE/aLmzw5DfN51z07dB0wiSQ6Xk/Vmrs3IJToEhVpZuL0vTEaIpNfQaPqy2cyzmCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-21T01:53:24.660679Z","bundle_sha256":"2529487ae65a8bf6c15d8f5aea4132869863fae2232e86b8129a18741c68f579"}}