{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2022:AZHECT5RQHWDZN7B527G4XIUEG","short_pith_number":"pith:AZHECT5R","schema_version":"1.0","canonical_sha256":"064e414fb181ec3cb7e1eebe6e5d1421955c8f8fe0325c4a3e5efa9ba58ee6ce","source":{"kind":"arxiv","id":"2210.14127","version":1},"attestation_state":"computed","paper":{"title":"Goal-Driven Context-Aware Next Service Recommendation for Mashup Composition","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.IR","cs.LG"],"primary_cat":"cs.SE","authors_text":"Jia Zhang, Rahul Ramachandran, Seungwon Lee, Tsengdar J. Lee, Xihao Xie","submitted_at":"2022-10-25T16:24:21Z","abstract_excerpt":"As service-oriented architecture becoming one of the most prevalent techniques to rapidly deliver functionalities to customers, increasingly more reusable software components have been published online in forms of web services. To create a mashup, it gets not only time-consuming but also error-prone for developers to find suitable services from such a sea of services. Service discovery and recommendation has thus attracted significant momentum in both academia and industry. This paper proposes a novel incremental recommend-as-you-go approach to recommending next potential service based on the "},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2210.14127","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2022-10-25T16:24:21Z","cross_cats_sorted":["cs.IR","cs.LG"],"title_canon_sha256":"880eb08e528c917b42ac97a5b523fb361403aef4c54d00bbd6371780d6a3cc8e","abstract_canon_sha256":"a88bcc84ee203b09ffe5bfa701b520d0ffe1be5727923ff7e9dbc6910da82758"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:10:26.401594Z","signature_b64":"ib8oQihWTJDc/N4V23IT6ttGNHrNJhtwGNkNEF2HTChO2EeDmd1svl2RsD8iHErlU8srgevArPmG1HgbhMeMBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"064e414fb181ec3cb7e1eebe6e5d1421955c8f8fe0325c4a3e5efa9ba58ee6ce","last_reissued_at":"2026-07-05T05:10:26.401124Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:10:26.401124Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Goal-Driven Context-Aware Next Service Recommendation for Mashup Composition","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.IR","cs.LG"],"primary_cat":"cs.SE","authors_text":"Jia Zhang, Rahul Ramachandran, Seungwon Lee, Tsengdar J. Lee, Xihao Xie","submitted_at":"2022-10-25T16:24:21Z","abstract_excerpt":"As service-oriented architecture becoming one of the most prevalent techniques to rapidly deliver functionalities to customers, increasingly more reusable software components have been published online in forms of web services. To create a mashup, it gets not only time-consuming but also error-prone for developers to find suitable services from such a sea of services. Service discovery and recommendation has thus attracted significant momentum in both academia and industry. This paper proposes a novel incremental recommend-as-you-go approach to recommending next potential service based on the "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2210.14127","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/2210.14127/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2210.14127","created_at":"2026-07-05T05:10:26.401176+00:00"},{"alias_kind":"arxiv_version","alias_value":"2210.14127v1","created_at":"2026-07-05T05:10:26.401176+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2210.14127","created_at":"2026-07-05T05:10:26.401176+00:00"},{"alias_kind":"pith_short_12","alias_value":"AZHECT5RQHWD","created_at":"2026-07-05T05:10:26.401176+00:00"},{"alias_kind":"pith_short_16","alias_value":"AZHECT5RQHWDZN7B","created_at":"2026-07-05T05:10:26.401176+00:00"},{"alias_kind":"pith_short_8","alias_value":"AZHECT5R","created_at":"2026-07-05T05:10:26.401176+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/AZHECT5RQHWDZN7B527G4XIUEG","json":"https://pith.science/pith/AZHECT5RQHWDZN7B527G4XIUEG.json","graph_json":"https://pith.science/api/pith-number/AZHECT5RQHWDZN7B527G4XIUEG/graph.json","events_json":"https://pith.science/api/pith-number/AZHECT5RQHWDZN7B527G4XIUEG/events.json","paper":"https://pith.science/paper/AZHECT5R"},"agent_actions":{"view_html":"https://pith.science/pith/AZHECT5RQHWDZN7B527G4XIUEG","download_json":"https://pith.science/pith/AZHECT5RQHWDZN7B527G4XIUEG.json","view_paper":"https://pith.science/paper/AZHECT5R","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2210.14127&json=true","fetch_graph":"https://pith.science/api/pith-number/AZHECT5RQHWDZN7B527G4XIUEG/graph.json","fetch_events":"https://pith.science/api/pith-number/AZHECT5RQHWDZN7B527G4XIUEG/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/AZHECT5RQHWDZN7B527G4XIUEG/action/timestamp_anchor","attest_storage":"https://pith.science/pith/AZHECT5RQHWDZN7B527G4XIUEG/action/storage_attestation","attest_author":"https://pith.science/pith/AZHECT5RQHWDZN7B527G4XIUEG/action/author_attestation","sign_citation":"https://pith.science/pith/AZHECT5RQHWDZN7B527G4XIUEG/action/citation_signature","submit_replication":"https://pith.science/pith/AZHECT5RQHWDZN7B527G4XIUEG/action/replication_record"}},"created_at":"2026-07-05T05:10:26.401176+00:00","updated_at":"2026-07-05T05:10:26.401176+00:00"}