{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:VUC3GKVUEDT2UYJMORTV5RW6TI","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":"41042018d7a520fde23fca55d770e50e913de9a25a1803bdfea01ba822a3e396","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2019-09-05T18:12:05Z","title_canon_sha256":"4741812f447ea09b6fc1555f788a02718c8068366bdbcac412ca66bdd194897e"},"schema_version":"1.0","source":{"id":"1909.05654","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1909.05654","created_at":"2026-07-05T00:04:17Z"},{"alias_kind":"arxiv_version","alias_value":"1909.05654v1","created_at":"2026-07-05T00:04:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1909.05654","created_at":"2026-07-05T00:04:17Z"},{"alias_kind":"pith_short_12","alias_value":"VUC3GKVUEDT2","created_at":"2026-07-05T00:04:17Z"},{"alias_kind":"pith_short_16","alias_value":"VUC3GKVUEDT2UYJM","created_at":"2026-07-05T00:04:17Z"},{"alias_kind":"pith_short_8","alias_value":"VUC3GKVU","created_at":"2026-07-05T00:04:17Z"}],"graph_snapshots":[{"event_id":"sha256:82dabe1640f6868dbd8c357dc2e44cc2919ead9fc4cbcb9e82d83cee609f6b5e","target":"graph","created_at":"2026-07-05T00:04:17Z","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/1909.05654/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Selective attention plays an essential role in information acquisition and utilization from the environment. In the past 50 years, research on selective attention has been a central topic in cognitive science. Compared with unimodal studies, crossmodal studies are more complex but necessary to solve real-world challenges in both human experiments and computational modeling. Although an increasing number of findings on crossmodal selective attention have shed light on humans' behavioral patterns and neural underpinnings, a much better understanding is still necessary to yield the same benefit f","authors_text":"Cornelius Weber, Di Fu, Guochun Yang, Haiyan Wu, Matthias Kerzel, Pablo Barros, Stefan Wermter, Weizhi Nan, Xun Liu","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2019-09-05T18:12:05Z","title":"What can computational models learn from human selective attention? A review from an audiovisual crossmodal perspective"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1909.05654","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:c50604b0f029382298eaf73c25af4a2dc2a5e07650417e1c1967d9f815eaa136","target":"record","created_at":"2026-07-05T00:04:17Z","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":"41042018d7a520fde23fca55d770e50e913de9a25a1803bdfea01ba822a3e396","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2019-09-05T18:12:05Z","title_canon_sha256":"4741812f447ea09b6fc1555f788a02718c8068366bdbcac412ca66bdd194897e"},"schema_version":"1.0","source":{"id":"1909.05654","kind":"arxiv","version":1}},"canonical_sha256":"ad05b32ab420e7aa612c74675ec6de9a3bd821663b3717a227ddaec9c41d4f47","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ad05b32ab420e7aa612c74675ec6de9a3bd821663b3717a227ddaec9c41d4f47","first_computed_at":"2026-07-05T00:04:17.189618Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:04:17.189618Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"x7Fs7r1b5qi/Lcb/fRMlcVhs9bSruIHc7WJPk5PJEXvUObuiyWbITsT0i3daeNw3hWm5nBlDuqkKMOsdcwG5Cw==","signature_status":"signed_v1","signed_at":"2026-07-05T00:04:17.189979Z","signed_message":"canonical_sha256_bytes"},"source_id":"1909.05654","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c50604b0f029382298eaf73c25af4a2dc2a5e07650417e1c1967d9f815eaa136","sha256:82dabe1640f6868dbd8c357dc2e44cc2919ead9fc4cbcb9e82d83cee609f6b5e"],"state_sha256":"9ca354247d5c0c8dde2b36f68b03c7bafaa942e9b601740df32312e82f929612"}