{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:WDWDGPBH3AF6OG2WFGKM2WTAAN","short_pith_number":"pith:WDWDGPBH","canonical_record":{"source":{"id":"2512.17629","kind":"arxiv","version":4},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-12-19T14:33:02Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"a7ba98c1a579e6ed3f8f5fc4e9592eebf0832b0643e13b845a40dcd008fb478b","abstract_canon_sha256":"4604b57deae39485c1666ab6dfc8ac6fa668d2c163570b756f64df520dee14e4"},"schema_version":"1.0"},"canonical_sha256":"b0ec333c27d80be71b562994cd5a600372181b6798bf8bce1b1f7fc91fb13db6","source":{"kind":"arxiv","id":"2512.17629","version":4},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2512.17629","created_at":"2026-06-10T01:09:50Z"},{"alias_kind":"arxiv_version","alias_value":"2512.17629v4","created_at":"2026-06-10T01:09:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2512.17629","created_at":"2026-06-10T01:09:50Z"},{"alias_kind":"pith_short_12","alias_value":"WDWDGPBH3AF6","created_at":"2026-06-10T01:09:50Z"},{"alias_kind":"pith_short_16","alias_value":"WDWDGPBH3AF6OG2W","created_at":"2026-06-10T01:09:50Z"},{"alias_kind":"pith_short_8","alias_value":"WDWDGPBH","created_at":"2026-06-10T01:09:50Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:WDWDGPBH3AF6OG2WFGKM2WTAAN","target":"record","payload":{"canonical_record":{"source":{"id":"2512.17629","kind":"arxiv","version":4},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-12-19T14:33:02Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"a7ba98c1a579e6ed3f8f5fc4e9592eebf0832b0643e13b845a40dcd008fb478b","abstract_canon_sha256":"4604b57deae39485c1666ab6dfc8ac6fa668d2c163570b756f64df520dee14e4"},"schema_version":"1.0"},"canonical_sha256":"b0ec333c27d80be71b562994cd5a600372181b6798bf8bce1b1f7fc91fb13db6","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-10T01:09:50.888289Z","signature_b64":"W1JWRCl7FOZn6/SZ4VrirMwlo2wQ36p9poXbrsdN1desguatDWj5FGs+hevnh6y0UxstlNMpc2CRVnr70rhTBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b0ec333c27d80be71b562994cd5a600372181b6798bf8bce1b1f7fc91fb13db6","last_reissued_at":"2026-06-10T01:09:50.887177Z","signature_status":"signed_v1","first_computed_at":"2026-06-10T01:09:50.887177Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2512.17629","source_version":4,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-10T01:09:50Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jXGkUbVV53spmsdYBMl6LC8suT3uWuFN1PVZijRhBjl7hfcGfxK2VyQuLiRFht2yJprpO/+3qy6KbyV4RTz2Dw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T04:12:20.650249Z"},"content_sha256":"db149835938fbf15bb3213a1d2a428bbed2440d3305ca43d6f4d190b4164d198","schema_version":"1.0","event_id":"sha256:db149835938fbf15bb3213a1d2a428bbed2440d3305ca43d6f4d190b4164d198"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:WDWDGPBH3AF6OG2WFGKM2WTAAN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"SCOPE: Sequential Causal Optimization of Process Interventions","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Hans Weytjens, Jakob De Moor, Jochen De Weerdt, Johannes De Smedt","submitted_at":"2025-12-19T14:33:02Z","abstract_excerpt":"Prescriptive Process Monitoring (PresPM) recommends interventions during running business processes to optimize key performance indicators (KPIs). In realistic settings, interventions are rarely isolated: organizations need to align sequences of interventions to jointly steer the outcome of a case. Existing PresPM approaches only partially address this challenge. Many focus on a single intervention decision, while others treat multiple interventions independently, ignoring how they interact over time. Methods that do address these dependencies depend either on simulation or data augmentation t"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2512.17629","kind":"arxiv","version":4},"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/2512.17629/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":"2026-06-10T01:09:50Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"okaASXvno7JryMcKhnduzRi/IXI/VJ7K0oQzxMBxNQ/o8rfewoqFh4I3cmdmK7Z17MjaFCAG4MjgL0zz8W8IAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T04:12:20.650659Z"},"content_sha256":"87d8489b6cf81f7f374dc5fc153e73f7e37cd01e8f6058a0a2151c63434175a0","schema_version":"1.0","event_id":"sha256:87d8489b6cf81f7f374dc5fc153e73f7e37cd01e8f6058a0a2151c63434175a0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/WDWDGPBH3AF6OG2WFGKM2WTAAN/bundle.json","state_url":"https://pith.science/pith/WDWDGPBH3AF6OG2WFGKM2WTAAN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/WDWDGPBH3AF6OG2WFGKM2WTAAN/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":"2026-07-09T04:12:20Z","links":{"resolver":"https://pith.science/pith/WDWDGPBH3AF6OG2WFGKM2WTAAN","bundle":"https://pith.science/pith/WDWDGPBH3AF6OG2WFGKM2WTAAN/bundle.json","state":"https://pith.science/pith/WDWDGPBH3AF6OG2WFGKM2WTAAN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/WDWDGPBH3AF6OG2WFGKM2WTAAN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:WDWDGPBH3AF6OG2WFGKM2WTAAN","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":"4604b57deae39485c1666ab6dfc8ac6fa668d2c163570b756f64df520dee14e4","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-12-19T14:33:02Z","title_canon_sha256":"a7ba98c1a579e6ed3f8f5fc4e9592eebf0832b0643e13b845a40dcd008fb478b"},"schema_version":"1.0","source":{"id":"2512.17629","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2512.17629","created_at":"2026-06-10T01:09:50Z"},{"alias_kind":"arxiv_version","alias_value":"2512.17629v4","created_at":"2026-06-10T01:09:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2512.17629","created_at":"2026-06-10T01:09:50Z"},{"alias_kind":"pith_short_12","alias_value":"WDWDGPBH3AF6","created_at":"2026-06-10T01:09:50Z"},{"alias_kind":"pith_short_16","alias_value":"WDWDGPBH3AF6OG2W","created_at":"2026-06-10T01:09:50Z"},{"alias_kind":"pith_short_8","alias_value":"WDWDGPBH","created_at":"2026-06-10T01:09:50Z"}],"graph_snapshots":[{"event_id":"sha256:87d8489b6cf81f7f374dc5fc153e73f7e37cd01e8f6058a0a2151c63434175a0","target":"graph","created_at":"2026-06-10T01:09:50Z","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/2512.17629/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Prescriptive Process Monitoring (PresPM) recommends interventions during running business processes to optimize key performance indicators (KPIs). In realistic settings, interventions are rarely isolated: organizations need to align sequences of interventions to jointly steer the outcome of a case. Existing PresPM approaches only partially address this challenge. Many focus on a single intervention decision, while others treat multiple interventions independently, ignoring how they interact over time. Methods that do address these dependencies depend either on simulation or data augmentation t","authors_text":"Hans Weytjens, Jakob De Moor, Jochen De Weerdt, Johannes De Smedt","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-12-19T14:33:02Z","title":"SCOPE: Sequential Causal Optimization of Process Interventions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2512.17629","kind":"arxiv","version":4},"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:db149835938fbf15bb3213a1d2a428bbed2440d3305ca43d6f4d190b4164d198","target":"record","created_at":"2026-06-10T01:09:50Z","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":"4604b57deae39485c1666ab6dfc8ac6fa668d2c163570b756f64df520dee14e4","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-12-19T14:33:02Z","title_canon_sha256":"a7ba98c1a579e6ed3f8f5fc4e9592eebf0832b0643e13b845a40dcd008fb478b"},"schema_version":"1.0","source":{"id":"2512.17629","kind":"arxiv","version":4}},"canonical_sha256":"b0ec333c27d80be71b562994cd5a600372181b6798bf8bce1b1f7fc91fb13db6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b0ec333c27d80be71b562994cd5a600372181b6798bf8bce1b1f7fc91fb13db6","first_computed_at":"2026-06-10T01:09:50.887177Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-10T01:09:50.887177Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"W1JWRCl7FOZn6/SZ4VrirMwlo2wQ36p9poXbrsdN1desguatDWj5FGs+hevnh6y0UxstlNMpc2CRVnr70rhTBg==","signature_status":"signed_v1","signed_at":"2026-06-10T01:09:50.888289Z","signed_message":"canonical_sha256_bytes"},"source_id":"2512.17629","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:db149835938fbf15bb3213a1d2a428bbed2440d3305ca43d6f4d190b4164d198","sha256:87d8489b6cf81f7f374dc5fc153e73f7e37cd01e8f6058a0a2151c63434175a0"],"state_sha256":"da997df451b62c913de4f149a3b59045165e8c7225dc1b28b7126870c6fe00a6"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3Ok0VCy1TwT6g9BKIbywCgQ8CyQ0+0W1+d6TealhS8zOLtFWJOxju9jcc3oNV9c0F7lo2jIitpum30DuoYaeBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-09T04:12:20.652776Z","bundle_sha256":"81fab154b5f02adb21866b94e776758216e817b99e8d981b2150a8e110dacc9a"}}