{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:C22B2FXEKZNRINS6RHFHCKICJ5","short_pith_number":"pith:C22B2FXE","canonical_record":{"source":{"id":"2401.03244","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2024-01-06T15:55:14Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"7bb2348b9d28c204ac36a60b5c525e1da0d5f8389f4169739c41d4a85f10d96d","abstract_canon_sha256":"3c8f32dbe82ff81b1f19cf8fb69906f2a24b53b70fa4a5136428db4136b24b69"},"schema_version":"1.0"},"canonical_sha256":"16b41d16e4565b14365e89ca7129024f6a8de6f322389e21f25e07d91bb38555","source":{"kind":"arxiv","id":"2401.03244","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.03244","created_at":"2026-07-05T08:01:01Z"},{"alias_kind":"arxiv_version","alias_value":"2401.03244v2","created_at":"2026-07-05T08:01:01Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.03244","created_at":"2026-07-05T08:01:01Z"},{"alias_kind":"pith_short_12","alias_value":"C22B2FXEKZNR","created_at":"2026-07-05T08:01:01Z"},{"alias_kind":"pith_short_16","alias_value":"C22B2FXEKZNRINS6","created_at":"2026-07-05T08:01:01Z"},{"alias_kind":"pith_short_8","alias_value":"C22B2FXE","created_at":"2026-07-05T08:01:01Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:C22B2FXEKZNRINS6RHFHCKICJ5","target":"record","payload":{"canonical_record":{"source":{"id":"2401.03244","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2024-01-06T15:55:14Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"7bb2348b9d28c204ac36a60b5c525e1da0d5f8389f4169739c41d4a85f10d96d","abstract_canon_sha256":"3c8f32dbe82ff81b1f19cf8fb69906f2a24b53b70fa4a5136428db4136b24b69"},"schema_version":"1.0"},"canonical_sha256":"16b41d16e4565b14365e89ca7129024f6a8de6f322389e21f25e07d91bb38555","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:01:01.176735Z","signature_b64":"XU/urgbfYt//m26JAwPTwX+ae/KRR6UqSWCbVBC9+4zDycPiclYg+SX7yJSHaKYv/v6/eWyh/octqsAa11wlBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"16b41d16e4565b14365e89ca7129024f6a8de6f322389e21f25e07d91bb38555","last_reissued_at":"2026-07-05T08:01:01.176236Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:01:01.176236Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2401.03244","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":"2026-07-05T08:01:01Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"pq06EyonfBQSrnSqRCWX0GVXEdRvfpGD06oTyjTZZlVXHlQZW6tJD9FHTSaUbwe71JmMSHK81n0jX5d5JSp/Cg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T22:11:12.921726Z"},"content_sha256":"9b0747da4fd416a67315ca6e788a6e47a60e8a273170a44b97cecf34b12134f7","schema_version":"1.0","event_id":"sha256:9b0747da4fd416a67315ca6e788a6e47a60e8a273170a44b97cecf34b12134f7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:C22B2FXEKZNRINS6RHFHCKICJ5","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Artificial Intelligence for Operations Research: Revolutionizing the Operations Research Process","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"math.OC","authors_text":"Bissan Ghaddar, Linzi Xing, Xinglu Wang, Yong Zhang, Zhenan Fan, Zirui Zhou","submitted_at":"2024-01-06T15:55:14Z","abstract_excerpt":"The rapid advancement of artificial intelligence (AI) techniques has opened up new opportunities to revolutionize various fields, including operations research (OR). This survey paper explores the integration of AI within the OR process (AI4OR) to enhance its effectiveness and efficiency across multiple stages, such as parameter generation, model formulation, and model optimization. By providing a comprehensive overview of the state-of-the-art and examining the potential of AI to transform OR, this paper aims to inspire further research and innovation in the development of AI-enhanced OR metho"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.03244","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/2401.03244/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":"2026-07-05T08:01:01Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"G5ApPpN7Bs2TvGNSLvm7zreiYE/+MouMREhEvDnU75MOSZ3G8fzrKztPMKRwJwQLqzBJcaNa9U+uJ/qOkn0JAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T22:11:12.922321Z"},"content_sha256":"9e017cbe77ab59e5631947cfa853f0f296defdc66ad1de781aaf0c76a13d4bab","schema_version":"1.0","event_id":"sha256:9e017cbe77ab59e5631947cfa853f0f296defdc66ad1de781aaf0c76a13d4bab"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/C22B2FXEKZNRINS6RHFHCKICJ5/bundle.json","state_url":"https://pith.science/pith/C22B2FXEKZNRINS6RHFHCKICJ5/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/C22B2FXEKZNRINS6RHFHCKICJ5/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":"2026-08-03T22:11:12Z","links":{"resolver":"https://pith.science/pith/C22B2FXEKZNRINS6RHFHCKICJ5","bundle":"https://pith.science/pith/C22B2FXEKZNRINS6RHFHCKICJ5/bundle.json","state":"https://pith.science/pith/C22B2FXEKZNRINS6RHFHCKICJ5/state.json","well_known_bundle":"https://pith.science/.well-known/pith/C22B2FXEKZNRINS6RHFHCKICJ5/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:C22B2FXEKZNRINS6RHFHCKICJ5","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":"3c8f32dbe82ff81b1f19cf8fb69906f2a24b53b70fa4a5136428db4136b24b69","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2024-01-06T15:55:14Z","title_canon_sha256":"7bb2348b9d28c204ac36a60b5c525e1da0d5f8389f4169739c41d4a85f10d96d"},"schema_version":"1.0","source":{"id":"2401.03244","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.03244","created_at":"2026-07-05T08:01:01Z"},{"alias_kind":"arxiv_version","alias_value":"2401.03244v2","created_at":"2026-07-05T08:01:01Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.03244","created_at":"2026-07-05T08:01:01Z"},{"alias_kind":"pith_short_12","alias_value":"C22B2FXEKZNR","created_at":"2026-07-05T08:01:01Z"},{"alias_kind":"pith_short_16","alias_value":"C22B2FXEKZNRINS6","created_at":"2026-07-05T08:01:01Z"},{"alias_kind":"pith_short_8","alias_value":"C22B2FXE","created_at":"2026-07-05T08:01:01Z"}],"graph_snapshots":[{"event_id":"sha256:9e017cbe77ab59e5631947cfa853f0f296defdc66ad1de781aaf0c76a13d4bab","target":"graph","created_at":"2026-07-05T08:01:01Z","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/2401.03244/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The rapid advancement of artificial intelligence (AI) techniques has opened up new opportunities to revolutionize various fields, including operations research (OR). This survey paper explores the integration of AI within the OR process (AI4OR) to enhance its effectiveness and efficiency across multiple stages, such as parameter generation, model formulation, and model optimization. By providing a comprehensive overview of the state-of-the-art and examining the potential of AI to transform OR, this paper aims to inspire further research and innovation in the development of AI-enhanced OR metho","authors_text":"Bissan Ghaddar, Linzi Xing, Xinglu Wang, Yong Zhang, Zhenan Fan, Zirui Zhou","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2024-01-06T15:55:14Z","title":"Artificial Intelligence for Operations Research: Revolutionizing the Operations Research Process"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.03244","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":"sha256:9b0747da4fd416a67315ca6e788a6e47a60e8a273170a44b97cecf34b12134f7","target":"record","created_at":"2026-07-05T08:01:01Z","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":"3c8f32dbe82ff81b1f19cf8fb69906f2a24b53b70fa4a5136428db4136b24b69","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2024-01-06T15:55:14Z","title_canon_sha256":"7bb2348b9d28c204ac36a60b5c525e1da0d5f8389f4169739c41d4a85f10d96d"},"schema_version":"1.0","source":{"id":"2401.03244","kind":"arxiv","version":2}},"canonical_sha256":"16b41d16e4565b14365e89ca7129024f6a8de6f322389e21f25e07d91bb38555","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"16b41d16e4565b14365e89ca7129024f6a8de6f322389e21f25e07d91bb38555","first_computed_at":"2026-07-05T08:01:01.176236Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:01:01.176236Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"XU/urgbfYt//m26JAwPTwX+ae/KRR6UqSWCbVBC9+4zDycPiclYg+SX7yJSHaKYv/v6/eWyh/octqsAa11wlBw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:01:01.176735Z","signed_message":"canonical_sha256_bytes"},"source_id":"2401.03244","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9b0747da4fd416a67315ca6e788a6e47a60e8a273170a44b97cecf34b12134f7","sha256:9e017cbe77ab59e5631947cfa853f0f296defdc66ad1de781aaf0c76a13d4bab"],"state_sha256":"90ea5e1d538189f5d831bab80c8232eb26ae4f5613a634f1af82a44bd99e8f90"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"fcuReh1f9HRW4YvPTtXhNVv7EHxdGyu4WxY00IzGh2cBbfLP4aBkg4KLOU7q7RjSSxU6UVzFYFxpRzQJUON8DA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-03T22:11:12.927564Z","bundle_sha256":"33e56768062f2c8f7871f25fe6f29a8f7c063e52f8a09a3feeb23ff262752580"}}