{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:B7MG2IVFLJEX7M7ZLIWM3HIEVI","short_pith_number":"pith:B7MG2IVF","canonical_record":{"source":{"id":"2208.03479","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-08-06T09:29:46Z","cross_cats_sorted":["cs.AI","cs.MM"],"title_canon_sha256":"73dcbebb5a2554f208366d91aa1b331c505795d8bf18905519c9a57df451a73f","abstract_canon_sha256":"7b04703e24b348c59b4d549c84cf329b75dea57add675d4c16743fd2a6674d20"},"schema_version":"1.0"},"canonical_sha256":"0fd86d22a55a497fb3f95a2ccd9d04aa2b9a42baf4d24b181600f5f8a4ddc2d3","source":{"kind":"arxiv","id":"2208.03479","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2208.03479","created_at":"2026-07-05T05:24:13Z"},{"alias_kind":"arxiv_version","alias_value":"2208.03479v1","created_at":"2026-07-05T05:24:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2208.03479","created_at":"2026-07-05T05:24:13Z"},{"alias_kind":"pith_short_12","alias_value":"B7MG2IVFLJEX","created_at":"2026-07-05T05:24:13Z"},{"alias_kind":"pith_short_16","alias_value":"B7MG2IVFLJEX7M7Z","created_at":"2026-07-05T05:24:13Z"},{"alias_kind":"pith_short_8","alias_value":"B7MG2IVF","created_at":"2026-07-05T05:24:13Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:B7MG2IVFLJEX7M7ZLIWM3HIEVI","target":"record","payload":{"canonical_record":{"source":{"id":"2208.03479","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-08-06T09:29:46Z","cross_cats_sorted":["cs.AI","cs.MM"],"title_canon_sha256":"73dcbebb5a2554f208366d91aa1b331c505795d8bf18905519c9a57df451a73f","abstract_canon_sha256":"7b04703e24b348c59b4d549c84cf329b75dea57add675d4c16743fd2a6674d20"},"schema_version":"1.0"},"canonical_sha256":"0fd86d22a55a497fb3f95a2ccd9d04aa2b9a42baf4d24b181600f5f8a4ddc2d3","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:24:13.351131Z","signature_b64":"7fNH9i2rCxJXOSoyfzmK4yBzIJ++YKXgefGG3fELC7kYKaBreDeNlfi+La3jQ3v1tgFde6CB+waENaK3HuoiBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"0fd86d22a55a497fb3f95a2ccd9d04aa2b9a42baf4d24b181600f5f8a4ddc2d3","last_reissued_at":"2026-07-05T05:24:13.350755Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:24:13.350755Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2208.03479","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":"2026-07-05T05:24:13Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QKp/8dvQxyKopNcrj749Eu4W0X+kSgUC3/19TjIed/N0Oqyqv3fkC9F2TZEll4Dq88kEMd7K2PvRnjqW+CwJAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T23:26:18.632063Z"},"content_sha256":"f71a40800a4583a018fb03e7359a445ba0adf0357909bab21170a6e110a76be0","schema_version":"1.0","event_id":"sha256:f71a40800a4583a018fb03e7359a445ba0adf0357909bab21170a6e110a76be0"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:B7MG2IVFLJEX7M7ZLIWM3HIEVI","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Analysing the Memorability of a Procedural Crime-Drama TV Series, CSI","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.MM"],"primary_cat":"cs.CV","authors_text":"Alan F. Smeaton, Lorin Sweeney, Sean Cummins","submitted_at":"2022-08-06T09:29:46Z","abstract_excerpt":"We investigate the memorability of a 5-season span of a popular crime-drama TV series, CSI, through the application of a vision transformer fine-tuned on the task of predicting video memorability. By investigating the popular genre of crime-drama TV through the use of a detailed annotated corpus combined with video memorability scores, we show how to extrapolate meaning from the memorability scores generated on video shots. We perform a quantitative analysis to relate video shot memorability to a variety of aspects of the show. The insights we present in this paper illustrate the importance of"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2208.03479","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/2208.03479/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":"2026-07-05T05:24:13Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"clJI1p23vYRxHfWe8vYJLz1zaZ9atCt4IsKIjZWh7GNxgb2kH458j5RYMGMYsxlYC3CxULD3dB2R9pEiQvRtDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T23:26:18.632449Z"},"content_sha256":"f729608c69ccaf158503709c83a2916be710c7d683cf4b51958b4e1af8957875","schema_version":"1.0","event_id":"sha256:f729608c69ccaf158503709c83a2916be710c7d683cf4b51958b4e1af8957875"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/B7MG2IVFLJEX7M7ZLIWM3HIEVI/bundle.json","state_url":"https://pith.science/pith/B7MG2IVFLJEX7M7ZLIWM3HIEVI/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/B7MG2IVFLJEX7M7ZLIWM3HIEVI/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":"2026-07-06T23:26:18Z","links":{"resolver":"https://pith.science/pith/B7MG2IVFLJEX7M7ZLIWM3HIEVI","bundle":"https://pith.science/pith/B7MG2IVFLJEX7M7ZLIWM3HIEVI/bundle.json","state":"https://pith.science/pith/B7MG2IVFLJEX7M7ZLIWM3HIEVI/state.json","well_known_bundle":"https://pith.science/.well-known/pith/B7MG2IVFLJEX7M7ZLIWM3HIEVI/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:B7MG2IVFLJEX7M7ZLIWM3HIEVI","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":"7b04703e24b348c59b4d549c84cf329b75dea57add675d4c16743fd2a6674d20","cross_cats_sorted":["cs.AI","cs.MM"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-08-06T09:29:46Z","title_canon_sha256":"73dcbebb5a2554f208366d91aa1b331c505795d8bf18905519c9a57df451a73f"},"schema_version":"1.0","source":{"id":"2208.03479","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2208.03479","created_at":"2026-07-05T05:24:13Z"},{"alias_kind":"arxiv_version","alias_value":"2208.03479v1","created_at":"2026-07-05T05:24:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2208.03479","created_at":"2026-07-05T05:24:13Z"},{"alias_kind":"pith_short_12","alias_value":"B7MG2IVFLJEX","created_at":"2026-07-05T05:24:13Z"},{"alias_kind":"pith_short_16","alias_value":"B7MG2IVFLJEX7M7Z","created_at":"2026-07-05T05:24:13Z"},{"alias_kind":"pith_short_8","alias_value":"B7MG2IVF","created_at":"2026-07-05T05:24:13Z"}],"graph_snapshots":[{"event_id":"sha256:f729608c69ccaf158503709c83a2916be710c7d683cf4b51958b4e1af8957875","target":"graph","created_at":"2026-07-05T05:24:13Z","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/2208.03479/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We investigate the memorability of a 5-season span of a popular crime-drama TV series, CSI, through the application of a vision transformer fine-tuned on the task of predicting video memorability. By investigating the popular genre of crime-drama TV through the use of a detailed annotated corpus combined with video memorability scores, we show how to extrapolate meaning from the memorability scores generated on video shots. We perform a quantitative analysis to relate video shot memorability to a variety of aspects of the show. The insights we present in this paper illustrate the importance of","authors_text":"Alan F. Smeaton, Lorin Sweeney, Sean Cummins","cross_cats":["cs.AI","cs.MM"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-08-06T09:29:46Z","title":"Analysing the Memorability of a Procedural Crime-Drama TV Series, CSI"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2208.03479","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:f71a40800a4583a018fb03e7359a445ba0adf0357909bab21170a6e110a76be0","target":"record","created_at":"2026-07-05T05:24:13Z","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":"7b04703e24b348c59b4d549c84cf329b75dea57add675d4c16743fd2a6674d20","cross_cats_sorted":["cs.AI","cs.MM"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-08-06T09:29:46Z","title_canon_sha256":"73dcbebb5a2554f208366d91aa1b331c505795d8bf18905519c9a57df451a73f"},"schema_version":"1.0","source":{"id":"2208.03479","kind":"arxiv","version":1}},"canonical_sha256":"0fd86d22a55a497fb3f95a2ccd9d04aa2b9a42baf4d24b181600f5f8a4ddc2d3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0fd86d22a55a497fb3f95a2ccd9d04aa2b9a42baf4d24b181600f5f8a4ddc2d3","first_computed_at":"2026-07-05T05:24:13.350755Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:24:13.350755Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"7fNH9i2rCxJXOSoyfzmK4yBzIJ++YKXgefGG3fELC7kYKaBreDeNlfi+La3jQ3v1tgFde6CB+waENaK3HuoiBw==","signature_status":"signed_v1","signed_at":"2026-07-05T05:24:13.351131Z","signed_message":"canonical_sha256_bytes"},"source_id":"2208.03479","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f71a40800a4583a018fb03e7359a445ba0adf0357909bab21170a6e110a76be0","sha256:f729608c69ccaf158503709c83a2916be710c7d683cf4b51958b4e1af8957875"],"state_sha256":"8f0ba0e28434ef654e7f510788126b8996f26ee017eaa232b2fa979705f0e0c2"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"saNa72prqmCLjV8XHbpOnVnXW/QhGYCD/yj/4LuF5FguRMsC5hGTQsQc8QyJww65z/cRUzn7EVyvs5gZ9R/wBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T23:26:18.634376Z","bundle_sha256":"dc76e3517b08ac94632caadecb88a54ce3b7ea0c76d42a3e2c944d4f4d114122"}}