{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:7YLMOP2Q2ADUNOFIERJQYGAQGZ","short_pith_number":"pith:7YLMOP2Q","canonical_record":{"source":{"id":"2506.20404","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-25T13:19:42Z","cross_cats_sorted":[],"title_canon_sha256":"0df82ecd105983436459d8c5869df477e5b2c4334e88ad6bb9f94eb55fc7b729","abstract_canon_sha256":"40a6dc7f33b0d9d5f65e74a36637ddd93b5fdb43f9967ce22c94070d8a0361e3"},"schema_version":"1.0"},"canonical_sha256":"fe16c73f50d00746b8a824530c1810367d4450ca506d052793920a3d39280276","source":{"kind":"arxiv","id":"2506.20404","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.20404","created_at":"2026-07-05T11:27:05Z"},{"alias_kind":"arxiv_version","alias_value":"2506.20404v1","created_at":"2026-07-05T11:27:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.20404","created_at":"2026-07-05T11:27:05Z"},{"alias_kind":"pith_short_12","alias_value":"7YLMOP2Q2ADU","created_at":"2026-07-05T11:27:05Z"},{"alias_kind":"pith_short_16","alias_value":"7YLMOP2Q2ADUNOFI","created_at":"2026-07-05T11:27:05Z"},{"alias_kind":"pith_short_8","alias_value":"7YLMOP2Q","created_at":"2026-07-05T11:27:05Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:7YLMOP2Q2ADUNOFIERJQYGAQGZ","target":"record","payload":{"canonical_record":{"source":{"id":"2506.20404","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-25T13:19:42Z","cross_cats_sorted":[],"title_canon_sha256":"0df82ecd105983436459d8c5869df477e5b2c4334e88ad6bb9f94eb55fc7b729","abstract_canon_sha256":"40a6dc7f33b0d9d5f65e74a36637ddd93b5fdb43f9967ce22c94070d8a0361e3"},"schema_version":"1.0"},"canonical_sha256":"fe16c73f50d00746b8a824530c1810367d4450ca506d052793920a3d39280276","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:27:05.050736Z","signature_b64":"Czkb19lIMGdNKPe3sTFYKyfwMVdtK1crxodkrgJXp7LfrXEivc18P16gv3tUKDbQrcYsxRIGWs6a8k1kAOuJCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"fe16c73f50d00746b8a824530c1810367d4450ca506d052793920a3d39280276","last_reissued_at":"2026-07-05T11:27:05.049997Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:27:05.049997Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.20404","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":"2026-07-05T11:27:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"EaadJZakw35Bd0TtW0CHEqQdbbJIm4gDV7XrdM1PaSHSwLXfJFaLuPzwQsPZU0xkiVt01RuemDKne2r+7fv2Ag==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T20:18:53.400418Z"},"content_sha256":"785aaeed8ea132bf981f3e1afe0794dae84aa71df7d8d5f2764a68a7bb49cdab","schema_version":"1.0","event_id":"sha256:785aaeed8ea132bf981f3e1afe0794dae84aa71df7d8d5f2764a68a7bb49cdab"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:7YLMOP2Q2ADUNOFIERJQYGAQGZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"GymPN: A Library for Decision-Making in Process Management Systems","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Remco Dijkman, Riccardo Lo Bianco, Willem van Jaarsveld","submitted_at":"2025-06-25T13:19:42Z","abstract_excerpt":"Process management systems support key decisions about the way work is allocated in organizations. This includes decisions on which task to perform next, when to execute the task, and who to assign the task to. Suitable software tools are required to support these decisions in a way that is optimal for the organization. This paper presents a software library, called GymPN, that supports optimal decision-making in business processes using Deep Reinforcement Learning. GymPN builds on previous work that supports task assignment in business processes, introducing two key novelties: support for par"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.20404","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/2506.20404/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":"2026-07-05T11:27:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"F5zUcHxlmCYkZRsYFtxvpGGTepkTdj4fkLN9Rr+VEJrPlAdoqtCgjNOLH8yopZt5OI1Rmf8OnSkNbh2K/75NAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T20:18:53.400955Z"},"content_sha256":"f1a44886a40ae5bfb230ecda32330e25c42ed186246e20437646bddcf908e16b","schema_version":"1.0","event_id":"sha256:f1a44886a40ae5bfb230ecda32330e25c42ed186246e20437646bddcf908e16b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/7YLMOP2Q2ADUNOFIERJQYGAQGZ/bundle.json","state_url":"https://pith.science/pith/7YLMOP2Q2ADUNOFIERJQYGAQGZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/7YLMOP2Q2ADUNOFIERJQYGAQGZ/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":"2026-08-09T20:18:53Z","links":{"resolver":"https://pith.science/pith/7YLMOP2Q2ADUNOFIERJQYGAQGZ","bundle":"https://pith.science/pith/7YLMOP2Q2ADUNOFIERJQYGAQGZ/bundle.json","state":"https://pith.science/pith/7YLMOP2Q2ADUNOFIERJQYGAQGZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/7YLMOP2Q2ADUNOFIERJQYGAQGZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:7YLMOP2Q2ADUNOFIERJQYGAQGZ","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":"40a6dc7f33b0d9d5f65e74a36637ddd93b5fdb43f9967ce22c94070d8a0361e3","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-25T13:19:42Z","title_canon_sha256":"0df82ecd105983436459d8c5869df477e5b2c4334e88ad6bb9f94eb55fc7b729"},"schema_version":"1.0","source":{"id":"2506.20404","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.20404","created_at":"2026-07-05T11:27:05Z"},{"alias_kind":"arxiv_version","alias_value":"2506.20404v1","created_at":"2026-07-05T11:27:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.20404","created_at":"2026-07-05T11:27:05Z"},{"alias_kind":"pith_short_12","alias_value":"7YLMOP2Q2ADU","created_at":"2026-07-05T11:27:05Z"},{"alias_kind":"pith_short_16","alias_value":"7YLMOP2Q2ADUNOFI","created_at":"2026-07-05T11:27:05Z"},{"alias_kind":"pith_short_8","alias_value":"7YLMOP2Q","created_at":"2026-07-05T11:27:05Z"}],"graph_snapshots":[{"event_id":"sha256:f1a44886a40ae5bfb230ecda32330e25c42ed186246e20437646bddcf908e16b","target":"graph","created_at":"2026-07-05T11:27:05Z","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/2506.20404/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Process management systems support key decisions about the way work is allocated in organizations. This includes decisions on which task to perform next, when to execute the task, and who to assign the task to. Suitable software tools are required to support these decisions in a way that is optimal for the organization. This paper presents a software library, called GymPN, that supports optimal decision-making in business processes using Deep Reinforcement Learning. GymPN builds on previous work that supports task assignment in business processes, introducing two key novelties: support for par","authors_text":"Remco Dijkman, Riccardo Lo Bianco, Willem van Jaarsveld","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-25T13:19:42Z","title":"GymPN: A Library for Decision-Making in Process Management Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.20404","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":"sha256:785aaeed8ea132bf981f3e1afe0794dae84aa71df7d8d5f2764a68a7bb49cdab","target":"record","created_at":"2026-07-05T11:27:05Z","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":"40a6dc7f33b0d9d5f65e74a36637ddd93b5fdb43f9967ce22c94070d8a0361e3","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-25T13:19:42Z","title_canon_sha256":"0df82ecd105983436459d8c5869df477e5b2c4334e88ad6bb9f94eb55fc7b729"},"schema_version":"1.0","source":{"id":"2506.20404","kind":"arxiv","version":1}},"canonical_sha256":"fe16c73f50d00746b8a824530c1810367d4450ca506d052793920a3d39280276","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fe16c73f50d00746b8a824530c1810367d4450ca506d052793920a3d39280276","first_computed_at":"2026-07-05T11:27:05.049997Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:27:05.049997Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Czkb19lIMGdNKPe3sTFYKyfwMVdtK1crxodkrgJXp7LfrXEivc18P16gv3tUKDbQrcYsxRIGWs6a8k1kAOuJCA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:27:05.050736Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.20404","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:785aaeed8ea132bf981f3e1afe0794dae84aa71df7d8d5f2764a68a7bb49cdab","sha256:f1a44886a40ae5bfb230ecda32330e25c42ed186246e20437646bddcf908e16b"],"state_sha256":"0f4444f1bbf757ce49c1ab7dc3512e32323e0bdbd94d8275a59b20adc66ca026"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mRA0d5casl35hYw53MicGsFHShRiIINfga3FmWc/4AVi2ZX9UieqkMCWZzzN/ONQ8jkFToGJazDSigZ2OcyGDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T20:18:53.406615Z","bundle_sha256":"03c09316a95a0961c76ecbcfca053150dff8533ab81ecb83d00b1eeb2777ad5d"}}