{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:ONQFSWUMG34V7EV6OBP2JPDJVE","short_pith_number":"pith:ONQFSWUM","canonical_record":{"source":{"id":"2303.15495","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-03-27T16:45:22Z","cross_cats_sorted":[],"title_canon_sha256":"50ccad799999a0e2d552994aaf00eadf98449da522f0d73fdf069d777ce28c14","abstract_canon_sha256":"9a04444127faee6f9f087d1841b7b596eb16c46f76a295c5b3bc5fc302f5776b"},"schema_version":"1.0"},"canonical_sha256":"7360595a8c36f95f92be705fa4bc69a9082527a5502dbc83c560393807ceb433","source":{"kind":"arxiv","id":"2303.15495","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2303.15495","created_at":"2026-07-05T07:51:27Z"},{"alias_kind":"arxiv_version","alias_value":"2303.15495v3","created_at":"2026-07-05T07:51:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2303.15495","created_at":"2026-07-05T07:51:27Z"},{"alias_kind":"pith_short_12","alias_value":"ONQFSWUMG34V","created_at":"2026-07-05T07:51:27Z"},{"alias_kind":"pith_short_16","alias_value":"ONQFSWUMG34V7EV6","created_at":"2026-07-05T07:51:27Z"},{"alias_kind":"pith_short_8","alias_value":"ONQFSWUM","created_at":"2026-07-05T07:51:27Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:ONQFSWUMG34V7EV6OBP2JPDJVE","target":"record","payload":{"canonical_record":{"source":{"id":"2303.15495","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-03-27T16:45:22Z","cross_cats_sorted":[],"title_canon_sha256":"50ccad799999a0e2d552994aaf00eadf98449da522f0d73fdf069d777ce28c14","abstract_canon_sha256":"9a04444127faee6f9f087d1841b7b596eb16c46f76a295c5b3bc5fc302f5776b"},"schema_version":"1.0"},"canonical_sha256":"7360595a8c36f95f92be705fa4bc69a9082527a5502dbc83c560393807ceb433","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:51:27.065533Z","signature_b64":"BzYdVR2WqNzhOppFr0T5l7UydAqIr41ML0OIw9HZjS22GxnmlfCMKz9WKzAAdYxdcmi7P3fPLqdOEHa4VWRQDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7360595a8c36f95f92be705fa4bc69a9082527a5502dbc83c560393807ceb433","last_reissued_at":"2026-07-05T07:51:27.065031Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:51:27.065031Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2303.15495","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:51:27Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"fHW4YQkM6RMDa59hRyb2VpFwKR2BU/gSEqNKzTmcFAp8LtVNRo8XJ+yRtZ8JVRR7YkOmS3wVfrC2OocjN0dfCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T19:53:29.256398Z"},"content_sha256":"0e78ff175beb7c52b23eaf9283bc6843c1d7965a606a421ae92524edadf8b4ae","schema_version":"1.0","event_id":"sha256:0e78ff175beb7c52b23eaf9283bc6843c1d7965a606a421ae92524edadf8b4ae"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:ONQFSWUMG34V7EV6OBP2JPDJVE","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Real-Time Bus Arrival Prediction: A Deep Learning Approach for Enhanced Urban Mobility","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Hamed Tabkhi, Mona Azarbayjani, Narges Rashvand, Sanaz Sadat Hosseini","submitted_at":"2023-03-27T16:45:22Z","abstract_excerpt":"In urban settings, bus transit stands as a significant mode of public transportation, yet faces hurdles in delivering accurate and reliable arrival times. This discrepancy often culminates in delays and a decline in ridership, particularly in areas with a heavy reliance on bus transit. A prevalent challenge is the mismatch between actual bus arrival times and their scheduled counterparts, leading to disruptions in fixed schedules. Our study, utilizing New York City bus data, reveals an average delay of approximately eight minutes between scheduled and actual bus arrival times. This research in"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2303.15495","kind":"arxiv","version":3},"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/2303.15495/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":"2026-07-05T07:51:27Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"sF1PpMaH6N56Bjw4VCp2dnKS6ezkOzxZvenF6U6MipskFqFFcuqmg/WaSfD1Bh6llnMhqnc+O1iV6MJb2X5OAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T19:53:29.257254Z"},"content_sha256":"dd9bc7cd56883ab67ef1c9877401bab8274819aeb50c6cd5db60d6e6faff1129","schema_version":"1.0","event_id":"sha256:dd9bc7cd56883ab67ef1c9877401bab8274819aeb50c6cd5db60d6e6faff1129"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ONQFSWUMG34V7EV6OBP2JPDJVE/bundle.json","state_url":"https://pith.science/pith/ONQFSWUMG34V7EV6OBP2JPDJVE/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ONQFSWUMG34V7EV6OBP2JPDJVE/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":"2026-08-03T19:53:29Z","links":{"resolver":"https://pith.science/pith/ONQFSWUMG34V7EV6OBP2JPDJVE","bundle":"https://pith.science/pith/ONQFSWUMG34V7EV6OBP2JPDJVE/bundle.json","state":"https://pith.science/pith/ONQFSWUMG34V7EV6OBP2JPDJVE/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ONQFSWUMG34V7EV6OBP2JPDJVE/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:ONQFSWUMG34V7EV6OBP2JPDJVE","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":"9a04444127faee6f9f087d1841b7b596eb16c46f76a295c5b3bc5fc302f5776b","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-03-27T16:45:22Z","title_canon_sha256":"50ccad799999a0e2d552994aaf00eadf98449da522f0d73fdf069d777ce28c14"},"schema_version":"1.0","source":{"id":"2303.15495","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2303.15495","created_at":"2026-07-05T07:51:27Z"},{"alias_kind":"arxiv_version","alias_value":"2303.15495v3","created_at":"2026-07-05T07:51:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2303.15495","created_at":"2026-07-05T07:51:27Z"},{"alias_kind":"pith_short_12","alias_value":"ONQFSWUMG34V","created_at":"2026-07-05T07:51:27Z"},{"alias_kind":"pith_short_16","alias_value":"ONQFSWUMG34V7EV6","created_at":"2026-07-05T07:51:27Z"},{"alias_kind":"pith_short_8","alias_value":"ONQFSWUM","created_at":"2026-07-05T07:51:27Z"}],"graph_snapshots":[{"event_id":"sha256:dd9bc7cd56883ab67ef1c9877401bab8274819aeb50c6cd5db60d6e6faff1129","target":"graph","created_at":"2026-07-05T07:51:27Z","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/2303.15495/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In urban settings, bus transit stands as a significant mode of public transportation, yet faces hurdles in delivering accurate and reliable arrival times. This discrepancy often culminates in delays and a decline in ridership, particularly in areas with a heavy reliance on bus transit. A prevalent challenge is the mismatch between actual bus arrival times and their scheduled counterparts, leading to disruptions in fixed schedules. Our study, utilizing New York City bus data, reveals an average delay of approximately eight minutes between scheduled and actual bus arrival times. This research in","authors_text":"Hamed Tabkhi, Mona Azarbayjani, Narges Rashvand, Sanaz Sadat Hosseini","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-03-27T16:45:22Z","title":"Real-Time Bus Arrival Prediction: A Deep Learning Approach for Enhanced Urban Mobility"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2303.15495","kind":"arxiv","version":3},"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":"sha256:0e78ff175beb7c52b23eaf9283bc6843c1d7965a606a421ae92524edadf8b4ae","target":"record","created_at":"2026-07-05T07:51:27Z","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":"9a04444127faee6f9f087d1841b7b596eb16c46f76a295c5b3bc5fc302f5776b","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-03-27T16:45:22Z","title_canon_sha256":"50ccad799999a0e2d552994aaf00eadf98449da522f0d73fdf069d777ce28c14"},"schema_version":"1.0","source":{"id":"2303.15495","kind":"arxiv","version":3}},"canonical_sha256":"7360595a8c36f95f92be705fa4bc69a9082527a5502dbc83c560393807ceb433","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7360595a8c36f95f92be705fa4bc69a9082527a5502dbc83c560393807ceb433","first_computed_at":"2026-07-05T07:51:27.065031Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:51:27.065031Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"BzYdVR2WqNzhOppFr0T5l7UydAqIr41ML0OIw9HZjS22GxnmlfCMKz9WKzAAdYxdcmi7P3fPLqdOEHa4VWRQDw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:51:27.065533Z","signed_message":"canonical_sha256_bytes"},"source_id":"2303.15495","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0e78ff175beb7c52b23eaf9283bc6843c1d7965a606a421ae92524edadf8b4ae","sha256:dd9bc7cd56883ab67ef1c9877401bab8274819aeb50c6cd5db60d6e6faff1129"],"state_sha256":"9138d014840e31066dfd90f084ca86c5547854ed589065b2f061a5611bb00acd"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"N8NUMK4qHMoT1rUWpEABJ8wwqSVBfI797mJ5cfSOYcOoTfoAwK9Pxvuy6y+Z1AvWvREx+NhUC8VhsrzerLOhBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-03T19:53:29.265497Z","bundle_sha256":"95220c182f7446c2e8e11aafaab5fbbcb54d4c73256203b458adbc3c1f32b123"}}