{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2021:AUUDB6D22UOHOBWC46S2NS6IJU","short_pith_number":"pith:AUUDB6D2","canonical_record":{"source":{"id":"2105.07111","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2021-05-15T01:19:04Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"f6b5e1fa56bd0fa65f68f8afae5cd436a0637f8d4ec4a1cacdfaca8b3984472f","abstract_canon_sha256":"bc4e2a8a8d9c4340bbaee68ed4481b6f5a01b295b5886b0002cd842c4caf9523"},"schema_version":"1.0"},"canonical_sha256":"052830f87ad51c7706c2e7a5a6cbc84d3630a44574174ea44ef37a65c2d54cf3","source":{"kind":"arxiv","id":"2105.07111","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2105.07111","created_at":"2026-07-05T03:14:34Z"},{"alias_kind":"arxiv_version","alias_value":"2105.07111v2","created_at":"2026-07-05T03:14:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2105.07111","created_at":"2026-07-05T03:14:34Z"},{"alias_kind":"pith_short_12","alias_value":"AUUDB6D22UOH","created_at":"2026-07-05T03:14:34Z"},{"alias_kind":"pith_short_16","alias_value":"AUUDB6D22UOHOBWC","created_at":"2026-07-05T03:14:34Z"},{"alias_kind":"pith_short_8","alias_value":"AUUDB6D2","created_at":"2026-07-05T03:14:34Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2021:AUUDB6D22UOHOBWC46S2NS6IJU","target":"record","payload":{"canonical_record":{"source":{"id":"2105.07111","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2021-05-15T01:19:04Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"f6b5e1fa56bd0fa65f68f8afae5cd436a0637f8d4ec4a1cacdfaca8b3984472f","abstract_canon_sha256":"bc4e2a8a8d9c4340bbaee68ed4481b6f5a01b295b5886b0002cd842c4caf9523"},"schema_version":"1.0"},"canonical_sha256":"052830f87ad51c7706c2e7a5a6cbc84d3630a44574174ea44ef37a65c2d54cf3","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T03:14:34.655403Z","signature_b64":"EcH0nUeiohZ2fT9J9XeNo+BoJmduborSKNejfQ4XqpkSSYO079MfXZlGj2mSW/Yx8MiQF4qrQFY+xTUPXEIPAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"052830f87ad51c7706c2e7a5a6cbc84d3630a44574174ea44ef37a65c2d54cf3","last_reissued_at":"2026-07-05T03:14:34.654909Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T03:14:34.654909Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2105.07111","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T03:14:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3AIput8EsDdmalD2HSWDlnwfm9Gyc3GqWEX1VC64wTGokdPVgikQkdlj44ozed2N8L3kA3mAKmcXwbu7CHN9Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T04:17:17.803259Z"},"content_sha256":"01ae4d11ba19da9ebe838f9c634c2ced1eee20ea6779805fa26a3cff2dc6a59d","schema_version":"1.0","event_id":"sha256:01ae4d11ba19da9ebe838f9c634c2ced1eee20ea6779805fa26a3cff2dc6a59d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2021:AUUDB6D22UOHOBWC46S2NS6IJU","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Prescriptive Process Monitoring for Cost-Aware Cycle Time Reduction","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Artem Polyvyanyy, Irene Teinemaa, Marcello La Rosa, Marlon Dumas, Zahra Dasht Bozorgi","submitted_at":"2021-05-15T01:19:04Z","abstract_excerpt":"Reducing cycle time is a recurrent concern in the field of business process management. Depending on the process, various interventions may be triggered to reduce the cycle time of a case, for example, using a faster shipping service in an order-to-delivery process or giving a phone call to a customer to obtain missing information rather than waiting passively. Each of these interventions comes with a cost. This paper tackles the problem of determining if and when to trigger a time-reducing intervention in a way that maximizes the total net gain. The paper proposes a prescriptive process monit"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2105.07111","kind":"arxiv","version":2},"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/2105.07111/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":"2026-07-05T03:14:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"WvOMCL3DOg4MCSMQSzgM8M/PlOIpYtEYNXs+Wjhkm6MWJMPTGQOWbKTtPRColUhtsPoL5JaE+ARIpgyNWjrlDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T04:17:17.804058Z"},"content_sha256":"bf0cab225cf5bcc29b15a2ecf178194155b3e8a487f0b3f5d9c8fe0ba6034323","schema_version":"1.0","event_id":"sha256:bf0cab225cf5bcc29b15a2ecf178194155b3e8a487f0b3f5d9c8fe0ba6034323"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/AUUDB6D22UOHOBWC46S2NS6IJU/bundle.json","state_url":"https://pith.science/pith/AUUDB6D22UOHOBWC46S2NS6IJU/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/AUUDB6D22UOHOBWC46S2NS6IJU/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":"2026-08-18T04:17:17Z","links":{"resolver":"https://pith.science/pith/AUUDB6D22UOHOBWC46S2NS6IJU","bundle":"https://pith.science/pith/AUUDB6D22UOHOBWC46S2NS6IJU/bundle.json","state":"https://pith.science/pith/AUUDB6D22UOHOBWC46S2NS6IJU/state.json","well_known_bundle":"https://pith.science/.well-known/pith/AUUDB6D22UOHOBWC46S2NS6IJU/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:AUUDB6D22UOHOBWC46S2NS6IJU","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":"bc4e2a8a8d9c4340bbaee68ed4481b6f5a01b295b5886b0002cd842c4caf9523","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2021-05-15T01:19:04Z","title_canon_sha256":"f6b5e1fa56bd0fa65f68f8afae5cd436a0637f8d4ec4a1cacdfaca8b3984472f"},"schema_version":"1.0","source":{"id":"2105.07111","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2105.07111","created_at":"2026-07-05T03:14:34Z"},{"alias_kind":"arxiv_version","alias_value":"2105.07111v2","created_at":"2026-07-05T03:14:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2105.07111","created_at":"2026-07-05T03:14:34Z"},{"alias_kind":"pith_short_12","alias_value":"AUUDB6D22UOH","created_at":"2026-07-05T03:14:34Z"},{"alias_kind":"pith_short_16","alias_value":"AUUDB6D22UOHOBWC","created_at":"2026-07-05T03:14:34Z"},{"alias_kind":"pith_short_8","alias_value":"AUUDB6D2","created_at":"2026-07-05T03:14:34Z"}],"graph_snapshots":[{"event_id":"sha256:bf0cab225cf5bcc29b15a2ecf178194155b3e8a487f0b3f5d9c8fe0ba6034323","target":"graph","created_at":"2026-07-05T03:14:34Z","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/2105.07111/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Reducing cycle time is a recurrent concern in the field of business process management. Depending on the process, various interventions may be triggered to reduce the cycle time of a case, for example, using a faster shipping service in an order-to-delivery process or giving a phone call to a customer to obtain missing information rather than waiting passively. Each of these interventions comes with a cost. This paper tackles the problem of determining if and when to trigger a time-reducing intervention in a way that maximizes the total net gain. The paper proposes a prescriptive process monit","authors_text":"Artem Polyvyanyy, Irene Teinemaa, Marcello La Rosa, Marlon Dumas, Zahra Dasht Bozorgi","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2021-05-15T01:19:04Z","title":"Prescriptive Process Monitoring for Cost-Aware Cycle Time Reduction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2105.07111","kind":"arxiv","version":2},"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":"sha256:01ae4d11ba19da9ebe838f9c634c2ced1eee20ea6779805fa26a3cff2dc6a59d","target":"record","created_at":"2026-07-05T03:14:34Z","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":"bc4e2a8a8d9c4340bbaee68ed4481b6f5a01b295b5886b0002cd842c4caf9523","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2021-05-15T01:19:04Z","title_canon_sha256":"f6b5e1fa56bd0fa65f68f8afae5cd436a0637f8d4ec4a1cacdfaca8b3984472f"},"schema_version":"1.0","source":{"id":"2105.07111","kind":"arxiv","version":2}},"canonical_sha256":"052830f87ad51c7706c2e7a5a6cbc84d3630a44574174ea44ef37a65c2d54cf3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"052830f87ad51c7706c2e7a5a6cbc84d3630a44574174ea44ef37a65c2d54cf3","first_computed_at":"2026-07-05T03:14:34.654909Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:14:34.654909Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"EcH0nUeiohZ2fT9J9XeNo+BoJmduborSKNejfQ4XqpkSSYO079MfXZlGj2mSW/Yx8MiQF4qrQFY+xTUPXEIPAg==","signature_status":"signed_v1","signed_at":"2026-07-05T03:14:34.655403Z","signed_message":"canonical_sha256_bytes"},"source_id":"2105.07111","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:01ae4d11ba19da9ebe838f9c634c2ced1eee20ea6779805fa26a3cff2dc6a59d","sha256:bf0cab225cf5bcc29b15a2ecf178194155b3e8a487f0b3f5d9c8fe0ba6034323"],"state_sha256":"fdb9b00d2a8deeb85c5919f76b55d7ad1e50cbc457f3c9e2eed2ecfc4155ea0e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"R3blwecTjH4SLP3VhBNGOMrMx5FRZA4L2l/YYVJ7mHQdhld6SAVyxOT4reVRXmHjsRLmpXmtQ9M3ge9hqwVhDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-18T04:17:17.810782Z","bundle_sha256":"ec07bf66e4829fcd21bedb44f746f335c8a7ab0a79c05645edde2223e66aa454"}}