{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:7YWPC7DK4H3N2LLAHRJ5U33IA4","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":"35fb1c13500a2b45ab20c2144b9aef3800f7d137f13a4ad8e3a8fe3fe8156474","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2022-07-18T02:32:48Z","title_canon_sha256":"18c0581bc4769c966f01989f5a711b31f4a4f60835e1290677044e8624cef860"},"schema_version":"1.0","source":{"id":"2207.08352","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.08352","created_at":"2026-07-05T09:39:18Z"},{"alias_kind":"arxiv_version","alias_value":"2207.08352v3","created_at":"2026-07-05T09:39:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.08352","created_at":"2026-07-05T09:39:18Z"},{"alias_kind":"pith_short_12","alias_value":"7YWPC7DK4H3N","created_at":"2026-07-05T09:39:18Z"},{"alias_kind":"pith_short_16","alias_value":"7YWPC7DK4H3N2LLA","created_at":"2026-07-05T09:39:18Z"},{"alias_kind":"pith_short_8","alias_value":"7YWPC7DK","created_at":"2026-07-05T09:39:18Z"}],"graph_snapshots":[{"event_id":"sha256:29012708df1647d26cd22e4c43c726293ef81c2ba277b5804b62b9731b096349","target":"graph","created_at":"2026-07-05T09:39:18Z","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/2207.08352/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We propose a method to detect individualized highlights for users on given target videos based on their preferred highlight clips marked on previous videos they have watched. Our method explicitly leverages the contents of both the preferred clips and the target videos using pre-trained features for the objects and the human activities. We design a multi-head attention mechanism to adaptively weigh the preferred clips based on their object- and human-activity-based contents, and fuse them using these weights into a single feature representation for each user. We compute similarities between th","authors_text":"Dinesh Manocha, Gang Wu, Stefano Petrangeli, Uttaran Bhattacharya, Viswanathan Swaminathan","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2022-07-18T02:32:48Z","title":"Show Me What I Like: Detecting User-Specific Video Highlights Using Content-Based Multi-Head Attention"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.08352","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":"sha256:18f1cc0adec2af2a3440c7cf2e92c0a99353481cc1b07a9e1622b15df25ea6bd","target":"record","created_at":"2026-07-05T09:39:18Z","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":"35fb1c13500a2b45ab20c2144b9aef3800f7d137f13a4ad8e3a8fe3fe8156474","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2022-07-18T02:32:48Z","title_canon_sha256":"18c0581bc4769c966f01989f5a711b31f4a4f60835e1290677044e8624cef860"},"schema_version":"1.0","source":{"id":"2207.08352","kind":"arxiv","version":3}},"canonical_sha256":"fe2cf17c6ae1f6dd2d603c53da6f68071bf8e6adc650a0190444f42a9ba1098a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fe2cf17c6ae1f6dd2d603c53da6f68071bf8e6adc650a0190444f42a9ba1098a","first_computed_at":"2026-07-05T09:39:18.030659Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:39:18.030659Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"GLWmeau4kX/U6cWs4kGD7wznJbuqiNNq3l0l5alsbF62/nXxH0tyD5uFHcEafqGBNsvZmPd57PuXD+0Zs+E3Cg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:39:18.031086Z","signed_message":"canonical_sha256_bytes"},"source_id":"2207.08352","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:18f1cc0adec2af2a3440c7cf2e92c0a99353481cc1b07a9e1622b15df25ea6bd","sha256:29012708df1647d26cd22e4c43c726293ef81c2ba277b5804b62b9731b096349"],"state_sha256":"b2f2501ef8119c89947b22e4c50be9253383b8bd5e001ef494a7239aab04b4f6"}