{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2013:CBN44OL3HIXFFT5PDH4SW4BUDF","short_pith_number":"pith:CBN44OL3","canonical_record":{"source":{"id":"1301.6750","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-01-23T16:01:41Z","cross_cats_sorted":[],"title_canon_sha256":"52dae083997925d75693b2573dc0795d5281e5db6b3bb71741b2d445fd1a14cc","abstract_canon_sha256":"a22b155df7c6d4aa2e0b6eb16a30d46583955705c1bedfe6a54bf9276df09397"},"schema_version":"1.0"},"canonical_sha256":"105bce397b3a2e52cfaf19f92b70341976358af37e41ebf4633cc908894905d8","source":{"kind":"arxiv","id":"1301.6750","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1301.6750","created_at":"2026-05-18T03:35:12Z"},{"alias_kind":"arxiv_version","alias_value":"1301.6750v1","created_at":"2026-05-18T03:35:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1301.6750","created_at":"2026-05-18T03:35:12Z"},{"alias_kind":"pith_short_12","alias_value":"CBN44OL3HIXF","created_at":"2026-05-18T12:27:40Z"},{"alias_kind":"pith_short_16","alias_value":"CBN44OL3HIXFFT5P","created_at":"2026-05-18T12:27:40Z"},{"alias_kind":"pith_short_8","alias_value":"CBN44OL3","created_at":"2026-05-18T12:27:40Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2013:CBN44OL3HIXFFT5PDH4SW4BUDF","target":"record","payload":{"canonical_record":{"source":{"id":"1301.6750","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-01-23T16:01:41Z","cross_cats_sorted":[],"title_canon_sha256":"52dae083997925d75693b2573dc0795d5281e5db6b3bb71741b2d445fd1a14cc","abstract_canon_sha256":"a22b155df7c6d4aa2e0b6eb16a30d46583955705c1bedfe6a54bf9276df09397"},"schema_version":"1.0"},"canonical_sha256":"105bce397b3a2e52cfaf19f92b70341976358af37e41ebf4633cc908894905d8","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T03:35:12.469683Z","signature_b64":"lwOEA2508U2LawF3Fz2BmiEeXiD+hs7HoEuepbY7AWG8jDJT1+00nzpw6zll4Ve/347V5iKKfOsDU/9AhsNsAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"105bce397b3a2e52cfaf19f92b70341976358af37e41ebf4633cc908894905d8","last_reissued_at":"2026-05-18T03:35:12.468983Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T03:35:12.468983Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1301.6750","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":"2026-05-18T03:35:12Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Tt+lSg9sLnnpWDjYWIHrocfZf16xCTKesJ6P3/H9JIksNC9RiytVKxbVS87ExRZOfwrxxJHFbU1QzVSjD6T5Dw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-23T00:14:28.468203Z"},"content_sha256":"fbc1807db5dc6cbe74fad95e7bc1a09561140b63303110c5cd700167d51b4095","schema_version":"1.0","event_id":"sha256:fbc1807db5dc6cbe74fad95e7bc1a09561140b63303110c5cd700167d51b4095"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2013:CBN44OL3HIXFFT5PDH4SW4BUDF","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Time-Critical Dynamic Decision Making","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Kim-Leng Poh, Yanping Xiang","submitted_at":"2013-01-23T16:01:41Z","abstract_excerpt":"Recent interests in dynamic decision modeling have led to the development of several representation and inference methods.  These methods however, have limited application under time critical conditions where a trade-off between model quality and computational tractability is essential. This paper presents an approach to time-critical dynamic decision modeling.  A knowledge representation and modeling method called the time-critical dynamic influence diagram is proposed.  The formalism has two forms.  The condensed form is used for modeling and model  abstraction, while the deployed form which"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1301.6750","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":""},"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":"2026-05-18T03:35:12Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"f48RLHFgo4d5vtxs7iWQXpU++Piiy8RS7zziEI2LupGONxzSj9WOrtWfV+xL7YOYFBBdMb+KeyxZtFFo+KppBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-23T00:14:28.468565Z"},"content_sha256":"2d0e7a2e58bee7199a0dd9e921f8a339171029900bae4785ebca0b95cee80526","schema_version":"1.0","event_id":"sha256:2d0e7a2e58bee7199a0dd9e921f8a339171029900bae4785ebca0b95cee80526"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/CBN44OL3HIXFFT5PDH4SW4BUDF/bundle.json","state_url":"https://pith.science/pith/CBN44OL3HIXFFT5PDH4SW4BUDF/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/CBN44OL3HIXFFT5PDH4SW4BUDF/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":"2026-06-23T00:14:28Z","links":{"resolver":"https://pith.science/pith/CBN44OL3HIXFFT5PDH4SW4BUDF","bundle":"https://pith.science/pith/CBN44OL3HIXFFT5PDH4SW4BUDF/bundle.json","state":"https://pith.science/pith/CBN44OL3HIXFFT5PDH4SW4BUDF/state.json","well_known_bundle":"https://pith.science/.well-known/pith/CBN44OL3HIXFFT5PDH4SW4BUDF/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2013:CBN44OL3HIXFFT5PDH4SW4BUDF","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":"a22b155df7c6d4aa2e0b6eb16a30d46583955705c1bedfe6a54bf9276df09397","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-01-23T16:01:41Z","title_canon_sha256":"52dae083997925d75693b2573dc0795d5281e5db6b3bb71741b2d445fd1a14cc"},"schema_version":"1.0","source":{"id":"1301.6750","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1301.6750","created_at":"2026-05-18T03:35:12Z"},{"alias_kind":"arxiv_version","alias_value":"1301.6750v1","created_at":"2026-05-18T03:35:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1301.6750","created_at":"2026-05-18T03:35:12Z"},{"alias_kind":"pith_short_12","alias_value":"CBN44OL3HIXF","created_at":"2026-05-18T12:27:40Z"},{"alias_kind":"pith_short_16","alias_value":"CBN44OL3HIXFFT5P","created_at":"2026-05-18T12:27:40Z"},{"alias_kind":"pith_short_8","alias_value":"CBN44OL3","created_at":"2026-05-18T12:27:40Z"}],"graph_snapshots":[{"event_id":"sha256:2d0e7a2e58bee7199a0dd9e921f8a339171029900bae4785ebca0b95cee80526","target":"graph","created_at":"2026-05-18T03:35:12Z","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"},"paper":{"abstract_excerpt":"Recent interests in dynamic decision modeling have led to the development of several representation and inference methods.  These methods however, have limited application under time critical conditions where a trade-off between model quality and computational tractability is essential. This paper presents an approach to time-critical dynamic decision modeling.  A knowledge representation and modeling method called the time-critical dynamic influence diagram is proposed.  The formalism has two forms.  The condensed form is used for modeling and model  abstraction, while the deployed form which","authors_text":"Kim-Leng Poh, Yanping Xiang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-01-23T16:01:41Z","title":"Time-Critical Dynamic Decision Making"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1301.6750","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:fbc1807db5dc6cbe74fad95e7bc1a09561140b63303110c5cd700167d51b4095","target":"record","created_at":"2026-05-18T03:35:12Z","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":"a22b155df7c6d4aa2e0b6eb16a30d46583955705c1bedfe6a54bf9276df09397","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-01-23T16:01:41Z","title_canon_sha256":"52dae083997925d75693b2573dc0795d5281e5db6b3bb71741b2d445fd1a14cc"},"schema_version":"1.0","source":{"id":"1301.6750","kind":"arxiv","version":1}},"canonical_sha256":"105bce397b3a2e52cfaf19f92b70341976358af37e41ebf4633cc908894905d8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"105bce397b3a2e52cfaf19f92b70341976358af37e41ebf4633cc908894905d8","first_computed_at":"2026-05-18T03:35:12.468983Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:35:12.468983Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lwOEA2508U2LawF3Fz2BmiEeXiD+hs7HoEuepbY7AWG8jDJT1+00nzpw6zll4Ve/347V5iKKfOsDU/9AhsNsAQ==","signature_status":"signed_v1","signed_at":"2026-05-18T03:35:12.469683Z","signed_message":"canonical_sha256_bytes"},"source_id":"1301.6750","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fbc1807db5dc6cbe74fad95e7bc1a09561140b63303110c5cd700167d51b4095","sha256:2d0e7a2e58bee7199a0dd9e921f8a339171029900bae4785ebca0b95cee80526"],"state_sha256":"7ce6eb44fb0c976488f178e8c48180fc1be2319af94d9cf1d02ccc570f770a79"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tMtu69H3h0Ws0ouwElVCssV90cDausUvOia8z0MIV7lWGa17JvEs3iEFMsFoj90ZkYLZAntuPHgYrgf6ePliAQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-23T00:14:28.470498Z","bundle_sha256":"523fd5af4d932a4b9dae517f9dd99ec8850293ab36afad80d7c46ac6e89b5080"}}