{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:SOYKHJ7WK7FCSIU7YBBZHMAYM5","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":"fa2e81c4e5b99366df3c00f19167e92aaab2c47049997c6ab20ead29fe7b2cde","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-20T09:38:37Z","title_canon_sha256":"369498fff9416bed58fd6b02796324d07b85d2f91426b523753977be8264e261"},"schema_version":"1.0","source":{"id":"2405.11905","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.11905","created_at":"2026-07-05T08:21:16Z"},{"alias_kind":"arxiv_version","alias_value":"2405.11905v2","created_at":"2026-07-05T08:21:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.11905","created_at":"2026-07-05T08:21:16Z"},{"alias_kind":"pith_short_12","alias_value":"SOYKHJ7WK7FC","created_at":"2026-07-05T08:21:16Z"},{"alias_kind":"pith_short_16","alias_value":"SOYKHJ7WK7FCSIU7","created_at":"2026-07-05T08:21:16Z"},{"alias_kind":"pith_short_8","alias_value":"SOYKHJ7W","created_at":"2026-07-05T08:21:16Z"}],"graph_snapshots":[{"event_id":"sha256:92a22e7f5278de5a02c60c55296e4d1b7a39bff171bcbdf5744b6b05e12244f9","target":"graph","created_at":"2026-07-05T08:21:16Z","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/2405.11905/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Video summarization aims to generate a concise representation of a video, capturing its essential content and key moments while reducing its overall length. Although several methods employ attention mechanisms to handle long-term dependencies, they often fail to capture the visual significance inherent in frames. To address this limitation, we propose a CNN-based SpatioTemporal Attention (CSTA) method that stacks each feature of frames from a single video to form image-like frame representations and applies 2D CNN to these frame features. Our methodology relies on CNN to comprehend the inter a","authors_text":"Jaehun Park, Jaewon Son, Kwangsu Kim","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-20T09:38:37Z","title":"CSTA: CNN-based Spatiotemporal Attention for Video Summarization"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.11905","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":"sha256:03865b41f7fe956d9bbc96187e7dec196e59bf4e67c2e6bd0ac0d9569f14b9e7","target":"record","created_at":"2026-07-05T08:21:16Z","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":"fa2e81c4e5b99366df3c00f19167e92aaab2c47049997c6ab20ead29fe7b2cde","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-20T09:38:37Z","title_canon_sha256":"369498fff9416bed58fd6b02796324d07b85d2f91426b523753977be8264e261"},"schema_version":"1.0","source":{"id":"2405.11905","kind":"arxiv","version":2}},"canonical_sha256":"93b0a3a7f657ca29229fc04393b018676ba4ec83effca771f13bfe357f46e6dc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"93b0a3a7f657ca29229fc04393b018676ba4ec83effca771f13bfe357f46e6dc","first_computed_at":"2026-07-05T08:21:16.939657Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:21:16.939657Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"EdvK1ECk0/6na/J4X9ONkVkg/mZnmLWDvquD9ezBo013CjPiTM2tlFZk+RoWAYbjjMWBAZrDmn62ICIxfdmtCw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:21:16.940080Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.11905","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:03865b41f7fe956d9bbc96187e7dec196e59bf4e67c2e6bd0ac0d9569f14b9e7","sha256:92a22e7f5278de5a02c60c55296e4d1b7a39bff171bcbdf5744b6b05e12244f9"],"state_sha256":"1d7e649a577a1aa4bec4418fb9dc61e95daea8b678de4b59730e2cca772c233b"}