{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:XOP33YPWOZNB7FHW66V7LP2BFO","short_pith_number":"pith:XOP33YPW","canonical_record":{"source":{"id":"2501.06193","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-12-24T04:53:46Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"3e8422cfa674e5f5e6daf427849b14afee86f4e5d9a7f8558fddf356e2a680f1","abstract_canon_sha256":"a57924b6155a0df2ac2efb5b2d1134a8d85a8c92fe3fb8612cba07ba727f6e12"},"schema_version":"1.0"},"canonical_sha256":"bb9fbde1f6765a1f94f6f7abf5bf412b9f67433744bb8db9193f6667cc153a35","source":{"kind":"arxiv","id":"2501.06193","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.06193","created_at":"2026-07-05T10:00:27Z"},{"alias_kind":"arxiv_version","alias_value":"2501.06193v1","created_at":"2026-07-05T10:00:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.06193","created_at":"2026-07-05T10:00:27Z"},{"alias_kind":"pith_short_12","alias_value":"XOP33YPWOZNB","created_at":"2026-07-05T10:00:27Z"},{"alias_kind":"pith_short_16","alias_value":"XOP33YPWOZNB7FHW","created_at":"2026-07-05T10:00:27Z"},{"alias_kind":"pith_short_8","alias_value":"XOP33YPW","created_at":"2026-07-05T10:00:27Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:XOP33YPWOZNB7FHW66V7LP2BFO","target":"record","payload":{"canonical_record":{"source":{"id":"2501.06193","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-12-24T04:53:46Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"3e8422cfa674e5f5e6daf427849b14afee86f4e5d9a7f8558fddf356e2a680f1","abstract_canon_sha256":"a57924b6155a0df2ac2efb5b2d1134a8d85a8c92fe3fb8612cba07ba727f6e12"},"schema_version":"1.0"},"canonical_sha256":"bb9fbde1f6765a1f94f6f7abf5bf412b9f67433744bb8db9193f6667cc153a35","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:00:27.760713Z","signature_b64":"WzJ6J/1pjCR7sdQIow425Z/M/oIKC+OH5MMFhL6sHAgWFB7lR+IY32D3Hbqqd652u2+UP1HRJhhJ29p2MpOiCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"bb9fbde1f6765a1f94f6f7abf5bf412b9f67433744bb8db9193f6667cc153a35","last_reissued_at":"2026-07-05T10:00:27.760170Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:00:27.760170Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.06193","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":"2026-07-05T10:00:27Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LxmKt0g5PhPbsN+IQDCmpfmhD1GoR34C25rBeT9T0xXO96j/ZQfkwZ93H+NMuuUDW2mFDM2WwNCZZ9QcUsUJDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T01:25:01.810997Z"},"content_sha256":"0d2773c1869c1b0cedf6c3df1ab6305f2ab7f57c1d0cff8c1d6ce6ecd6467da7","schema_version":"1.0","event_id":"sha256:0d2773c1869c1b0cedf6c3df1ab6305f2ab7f57c1d0cff8c1d6ce6ecd6467da7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:XOP33YPWOZNB7FHW66V7LP2BFO","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Novel Task-Driven Method with Evolvable Interactive Agents Using Event Trees for Enhanced Emergency Decision Support","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.CL"],"primary_cat":"cs.AI","authors_text":"Ben Qi, Haitao Wang, Jiejuan Tong, Jingang Liang, Peng Chen, Xingyu Xiao","submitted_at":"2024-12-24T04:53:46Z","abstract_excerpt":"As climate change and other global challenges increase the likelihood of unforeseen emergencies, the limitations of human-driven strategies in critical situations become more pronounced. Inadequate pre-established emergency plans can lead operators to become overwhelmed during complex systems malfunctions. This study addresses the urgent need for agile decision-making in response to various unforeseen incidents through a novel approach, EvoTaskTree (a task-driven method with evolvable interactive agents using event trees for emergency decision support). This advanced approach integrates two ty"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.06193","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/2501.06193/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":"2026-07-05T10:00:27Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Tfbnb0NLb9VAUBT+6Sxfj0zXX7w2WNzdysCbhgBsGaDu6glDaJ9SH5f+P48eVi9B5ZPJQsQ3WbtvLg7NPQq0Cg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T01:25:01.811491Z"},"content_sha256":"410428b000c4dcc64a3218cdd4cbae8e5cbeb9bbce143e2fabe2f91aa23ba64b","schema_version":"1.0","event_id":"sha256:410428b000c4dcc64a3218cdd4cbae8e5cbeb9bbce143e2fabe2f91aa23ba64b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/XOP33YPWOZNB7FHW66V7LP2BFO/bundle.json","state_url":"https://pith.science/pith/XOP33YPWOZNB7FHW66V7LP2BFO/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/XOP33YPWOZNB7FHW66V7LP2BFO/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":"2026-08-14T01:25:01Z","links":{"resolver":"https://pith.science/pith/XOP33YPWOZNB7FHW66V7LP2BFO","bundle":"https://pith.science/pith/XOP33YPWOZNB7FHW66V7LP2BFO/bundle.json","state":"https://pith.science/pith/XOP33YPWOZNB7FHW66V7LP2BFO/state.json","well_known_bundle":"https://pith.science/.well-known/pith/XOP33YPWOZNB7FHW66V7LP2BFO/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:XOP33YPWOZNB7FHW66V7LP2BFO","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":"a57924b6155a0df2ac2efb5b2d1134a8d85a8c92fe3fb8612cba07ba727f6e12","cross_cats_sorted":["cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-12-24T04:53:46Z","title_canon_sha256":"3e8422cfa674e5f5e6daf427849b14afee86f4e5d9a7f8558fddf356e2a680f1"},"schema_version":"1.0","source":{"id":"2501.06193","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.06193","created_at":"2026-07-05T10:00:27Z"},{"alias_kind":"arxiv_version","alias_value":"2501.06193v1","created_at":"2026-07-05T10:00:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.06193","created_at":"2026-07-05T10:00:27Z"},{"alias_kind":"pith_short_12","alias_value":"XOP33YPWOZNB","created_at":"2026-07-05T10:00:27Z"},{"alias_kind":"pith_short_16","alias_value":"XOP33YPWOZNB7FHW","created_at":"2026-07-05T10:00:27Z"},{"alias_kind":"pith_short_8","alias_value":"XOP33YPW","created_at":"2026-07-05T10:00:27Z"}],"graph_snapshots":[{"event_id":"sha256:410428b000c4dcc64a3218cdd4cbae8e5cbeb9bbce143e2fabe2f91aa23ba64b","target":"graph","created_at":"2026-07-05T10:00:27Z","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/2501.06193/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As climate change and other global challenges increase the likelihood of unforeseen emergencies, the limitations of human-driven strategies in critical situations become more pronounced. Inadequate pre-established emergency plans can lead operators to become overwhelmed during complex systems malfunctions. This study addresses the urgent need for agile decision-making in response to various unforeseen incidents through a novel approach, EvoTaskTree (a task-driven method with evolvable interactive agents using event trees for emergency decision support). This advanced approach integrates two ty","authors_text":"Ben Qi, Haitao Wang, Jiejuan Tong, Jingang Liang, Peng Chen, Xingyu Xiao","cross_cats":["cs.CL"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-12-24T04:53:46Z","title":"A Novel Task-Driven Method with Evolvable Interactive Agents Using Event Trees for Enhanced Emergency Decision Support"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.06193","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":"sha256:0d2773c1869c1b0cedf6c3df1ab6305f2ab7f57c1d0cff8c1d6ce6ecd6467da7","target":"record","created_at":"2026-07-05T10:00:27Z","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":"a57924b6155a0df2ac2efb5b2d1134a8d85a8c92fe3fb8612cba07ba727f6e12","cross_cats_sorted":["cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-12-24T04:53:46Z","title_canon_sha256":"3e8422cfa674e5f5e6daf427849b14afee86f4e5d9a7f8558fddf356e2a680f1"},"schema_version":"1.0","source":{"id":"2501.06193","kind":"arxiv","version":1}},"canonical_sha256":"bb9fbde1f6765a1f94f6f7abf5bf412b9f67433744bb8db9193f6667cc153a35","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"bb9fbde1f6765a1f94f6f7abf5bf412b9f67433744bb8db9193f6667cc153a35","first_computed_at":"2026-07-05T10:00:27.760170Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:00:27.760170Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"WzJ6J/1pjCR7sdQIow425Z/M/oIKC+OH5MMFhL6sHAgWFB7lR+IY32D3Hbqqd652u2+UP1HRJhhJ29p2MpOiCw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:00:27.760713Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.06193","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0d2773c1869c1b0cedf6c3df1ab6305f2ab7f57c1d0cff8c1d6ce6ecd6467da7","sha256:410428b000c4dcc64a3218cdd4cbae8e5cbeb9bbce143e2fabe2f91aa23ba64b"],"state_sha256":"0fab9010f05775c65070893d215703eca5106627527cb27cdf8b450584d19493"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"p3TW8fDXSorSm4B6r78c+WrqzGXHp74eGXMx4ffb/IRRKbTNYyIvX3xvBPAmvO0rPtKEc5O0bA8F/le61JoqCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-14T01:25:01.816342Z","bundle_sha256":"c3599f7e2ca40e870b6a87c969abea56683880b0bf01d3d0cbdf07bbe8aa73a0"}}