{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2018:FTCOB5VWBOTEUTGQGDDSMQQAY3","short_pith_number":"pith:FTCOB5VW","canonical_record":{"source":{"id":"1806.05437","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-06-14T09:53:56Z","cross_cats_sorted":["cs.SE","stat.ML"],"title_canon_sha256":"1fbd2fe82e1488b213a61495229135d208a891750a689649043ed9beb7e6b197","abstract_canon_sha256":"c545bea665e2fe762da31dfb0adcbc2d19f82e8ad2db280b0a62369149d95d5e"},"schema_version":"1.0"},"canonical_sha256":"2cc4e0f6b60ba64a4cd030c7264200c6c3d4cb1247c795896abc679653636425","source":{"kind":"arxiv","id":"1806.05437","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1806.05437","created_at":"2026-07-05T02:01:53Z"},{"alias_kind":"arxiv_version","alias_value":"1806.05437v3","created_at":"2026-07-05T02:01:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1806.05437","created_at":"2026-07-05T02:01:53Z"},{"alias_kind":"pith_short_12","alias_value":"FTCOB5VWBOTE","created_at":"2026-07-05T02:01:53Z"},{"alias_kind":"pith_short_16","alias_value":"FTCOB5VWBOTEUTGQ","created_at":"2026-07-05T02:01:53Z"},{"alias_kind":"pith_short_8","alias_value":"FTCOB5VW","created_at":"2026-07-05T02:01:53Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2018:FTCOB5VWBOTEUTGQGDDSMQQAY3","target":"record","payload":{"canonical_record":{"source":{"id":"1806.05437","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-06-14T09:53:56Z","cross_cats_sorted":["cs.SE","stat.ML"],"title_canon_sha256":"1fbd2fe82e1488b213a61495229135d208a891750a689649043ed9beb7e6b197","abstract_canon_sha256":"c545bea665e2fe762da31dfb0adcbc2d19f82e8ad2db280b0a62369149d95d5e"},"schema_version":"1.0"},"canonical_sha256":"2cc4e0f6b60ba64a4cd030c7264200c6c3d4cb1247c795896abc679653636425","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T02:01:53.264023Z","signature_b64":"3hyYxDNEjEaiAJzUI6+VqzKCDg2n3xlJbo/B1tzrs7lpEQ96aZwmElysFID3AuL6DyY4ojfS4hYVYntK9a2FAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2cc4e0f6b60ba64a4cd030c7264200c6c3d4cb1247c795896abc679653636425","last_reissued_at":"2026-07-05T02:01:53.263620Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T02:01:53.263620Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1806.05437","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T02:01:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Q/fxEi2Rw5/N8B4pDstd2c1fXsYzYjYB6WFgbm+s5ggTAzK5dYpXwQ4A8jrftGpdrx/nxQxQORJQnXO6g9alAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T23:43:37.366634Z"},"content_sha256":"5cc177d63976b78d3787cb07fb93ef96b2b8c9e0ab2d73f92b9448130c962c96","schema_version":"1.0","event_id":"sha256:5cc177d63976b78d3787cb07fb93ef96b2b8c9e0ab2d73f92b9448130c962c96"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2018:FTCOB5VWBOTEUTGQGDDSMQQAY3","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"ServeNet: A Deep Neural Network for Web Services Classification","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.SE","stat.ML"],"primary_cat":"cs.LG","authors_text":"Katarina Grolinger, Nafees Qamar, Peng Liu, Weiru Wang, Yilong Yang, Zhifang Liao, Zhi Li","submitted_at":"2018-06-14T09:53:56Z","abstract_excerpt":"Automated service classification plays a crucial role in service discovery, selection, and composition. Machine learning has been widely used for service classification in recent years. However, the performance of conventional machine learning methods highly depends on the quality of manual feature engineering. In this paper, we present a novel deep neural network to automatically abstract low-level representation of both service name and service description to high-level merged features without feature engineering and the length limitation, and then predict service classification on 50 servic"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1806.05437","kind":"arxiv","version":3},"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/1806.05437/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":"2026-07-05T02:01:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"nUsyEE1jDjpP7x/HVeZjgzsuGP/duCRJXIBgcLdDWzEaEa8jO/v0CLqZYflgBf2nJH39PJkmlr/dqdIfa0rCCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T23:43:37.367297Z"},"content_sha256":"df17baf5dd5f76930a158fd73e01c932fd1ddccc2487a673d35e292968d1a59b","schema_version":"1.0","event_id":"sha256:df17baf5dd5f76930a158fd73e01c932fd1ddccc2487a673d35e292968d1a59b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/FTCOB5VWBOTEUTGQGDDSMQQAY3/bundle.json","state_url":"https://pith.science/pith/FTCOB5VWBOTEUTGQGDDSMQQAY3/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/FTCOB5VWBOTEUTGQGDDSMQQAY3/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":"2026-08-03T23:43:37Z","links":{"resolver":"https://pith.science/pith/FTCOB5VWBOTEUTGQGDDSMQQAY3","bundle":"https://pith.science/pith/FTCOB5VWBOTEUTGQGDDSMQQAY3/bundle.json","state":"https://pith.science/pith/FTCOB5VWBOTEUTGQGDDSMQQAY3/state.json","well_known_bundle":"https://pith.science/.well-known/pith/FTCOB5VWBOTEUTGQGDDSMQQAY3/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:FTCOB5VWBOTEUTGQGDDSMQQAY3","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":"c545bea665e2fe762da31dfb0adcbc2d19f82e8ad2db280b0a62369149d95d5e","cross_cats_sorted":["cs.SE","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-06-14T09:53:56Z","title_canon_sha256":"1fbd2fe82e1488b213a61495229135d208a891750a689649043ed9beb7e6b197"},"schema_version":"1.0","source":{"id":"1806.05437","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1806.05437","created_at":"2026-07-05T02:01:53Z"},{"alias_kind":"arxiv_version","alias_value":"1806.05437v3","created_at":"2026-07-05T02:01:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1806.05437","created_at":"2026-07-05T02:01:53Z"},{"alias_kind":"pith_short_12","alias_value":"FTCOB5VWBOTE","created_at":"2026-07-05T02:01:53Z"},{"alias_kind":"pith_short_16","alias_value":"FTCOB5VWBOTEUTGQ","created_at":"2026-07-05T02:01:53Z"},{"alias_kind":"pith_short_8","alias_value":"FTCOB5VW","created_at":"2026-07-05T02:01:53Z"}],"graph_snapshots":[{"event_id":"sha256:df17baf5dd5f76930a158fd73e01c932fd1ddccc2487a673d35e292968d1a59b","target":"graph","created_at":"2026-07-05T02:01:53Z","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/1806.05437/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Automated service classification plays a crucial role in service discovery, selection, and composition. Machine learning has been widely used for service classification in recent years. However, the performance of conventional machine learning methods highly depends on the quality of manual feature engineering. In this paper, we present a novel deep neural network to automatically abstract low-level representation of both service name and service description to high-level merged features without feature engineering and the length limitation, and then predict service classification on 50 servic","authors_text":"Katarina Grolinger, Nafees Qamar, Peng Liu, Weiru Wang, Yilong Yang, Zhifang Liao, Zhi Li","cross_cats":["cs.SE","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-06-14T09:53:56Z","title":"ServeNet: A Deep Neural Network for Web Services Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1806.05437","kind":"arxiv","version":3},"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":"sha256:5cc177d63976b78d3787cb07fb93ef96b2b8c9e0ab2d73f92b9448130c962c96","target":"record","created_at":"2026-07-05T02:01:53Z","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":"c545bea665e2fe762da31dfb0adcbc2d19f82e8ad2db280b0a62369149d95d5e","cross_cats_sorted":["cs.SE","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-06-14T09:53:56Z","title_canon_sha256":"1fbd2fe82e1488b213a61495229135d208a891750a689649043ed9beb7e6b197"},"schema_version":"1.0","source":{"id":"1806.05437","kind":"arxiv","version":3}},"canonical_sha256":"2cc4e0f6b60ba64a4cd030c7264200c6c3d4cb1247c795896abc679653636425","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2cc4e0f6b60ba64a4cd030c7264200c6c3d4cb1247c795896abc679653636425","first_computed_at":"2026-07-05T02:01:53.263620Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:01:53.263620Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"3hyYxDNEjEaiAJzUI6+VqzKCDg2n3xlJbo/B1tzrs7lpEQ96aZwmElysFID3AuL6DyY4ojfS4hYVYntK9a2FAw==","signature_status":"signed_v1","signed_at":"2026-07-05T02:01:53.264023Z","signed_message":"canonical_sha256_bytes"},"source_id":"1806.05437","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5cc177d63976b78d3787cb07fb93ef96b2b8c9e0ab2d73f92b9448130c962c96","sha256:df17baf5dd5f76930a158fd73e01c932fd1ddccc2487a673d35e292968d1a59b"],"state_sha256":"ca5ab16584ec4a96c84d95e4a686f2dd4eea6fbfc36306f61ac57a89e13b64ec"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"xgxFu8jlLrwMzvnCo702c0+iXPewMAXZson8I26tpEM/lkkn36+TsVdKonZcNxqFX7+cm13ccjgodbrA2oZBAQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-03T23:43:37.371865Z","bundle_sha256":"98ce5f86b044cc68e38c91792c887041e39c7c45265e03953e8dc22354e1f484"}}