{"as_of":"2026-08-15T19:02:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:ed2be598b79fc80df962a6c590e4de4d427c808a318229416038275720a4aa2d","coverage":[{"denominator":26,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":26,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T12:54:19.856159Z","state":"measured"},{"denominator":26,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":26,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-15T06:32:42.880941+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2505.23268/citation-record","integrity":"/paper/2505.23268/integrity","json":"/paper/2505.23268/citation-record.json","paper":"/paper/2505.23268"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:25.435725Z","title":"Align and attend: Multimodal summarization with dual contrastiv e losses,","venue":null,"work_id":"677ec4c6-5b82-4e21-afde-43605194a970","year":2023},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:18.096395Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:9959a575aec1b50096152a9813f52b1d2d46f9ccd137d7ec4555ee39276583cb","observation_id":"255ca5ff-7fb4-4850-be8d-db87a2bb0e1a","resolution":{"observed_at":"2026-08-07T12:54:25.528941Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:25.219681Z","title":"Clover: T owards a uniﬁed video-language alignment and fusion model,","venue":null,"work_id":"722cf638-510e-43a1-9df5-3ce1ed9b3fe2","year":2023},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:18.203435Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:ffbc4098e912ab51e38c542ef9c88294f55a79bc4e4fb71c8053145b54a5663c","observation_id":"6e930162-5b9e-46fd-bbd3-55ae43317b2f","resolution":{"observed_at":"2026-08-07T12:54:25.313406Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:24.989871Z","title":"SUSiNet: See, understand and summarize it,","venue":null,"work_id":"a181ea15-1087-4797-938f-f31ec70c4c1c","year":2019},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:18.296863Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:18578eed3ae27b692b058e4d133bb434fdb2f16832deaa6812db530a246b7db5","observation_id":"37a123c6-8d8f-45e2-9e3d-cf28bb2b2ff3","resolution":{"observed_at":"2026-08-07T12:54:25.093946Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:24.758881Z","title":"UMT: Un iﬁed multi-modal transformers for joint video moment retrieval and highlight detection,","venue":null,"work_id":"3e968a2e-b5cd-4e13-9322-441c132d8fa5","year":2022},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:18.391846Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:a5cef7ae9b8a38dc028be1368b4a09ab37c0f9076c764361dcf69d0b1e277b7e","observation_id":"b95352db-86b7-431a-b4c9-d784454a8592","resolution":{"observed_at":"2026-08-07T12:54:24.873048Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:24.484741Z","title":"CLIP-it! la nguage-guided video summarization,","venue":null,"work_id":"babce811-7f1e-4857-ad51-5072e0b7f4b0","year":2021},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:18.485127Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:11eba7167922470f57cb5147674ea96c2de124bef266607662a61dbbb0e1c518","observation_id":"b18d4533-263d-4070-8ab2-c6c5b36c6e65","resolution":{"observed_at":"2026-08-07T12:54:24.575792Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:24.254903Z","title":"Creating summaries from user videos,","venue":null,"work_id":"ed9da5b7-93cb-45cf-98f4-6f963ed6586c","year":2014},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:18.562836Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:f3f747d6324381006ee36c15bfbc0295c5576979fd10257c7132e9fc0002c43b","observation_id":"eed8a926-2057-4442-8544-0f509613b852","resolution":{"observed_at":"2026-08-07T12:54:24.373861Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:24.033518Z","title":"TVSum: Summarizing web videos using titles,","venue":null,"work_id":"0b48a265-3ae2-4353-964e-cfc650512fc0","year":2015},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:18.624966Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:bc5cfcb4aa7bb69f6eae262f4cf997af086150b8466c80e63253436b9c6e5cc4","observation_id":"45204a32-4423-49fc-9ad1-098b3bba9675","resolution":{"observed_at":"2026-08-07T12:54:24.135808Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:23.846372Z","title":"Deep reinforcement learning for uns upervised video summarization with diversity-representativeness reward,","venue":null,"work_id":"aff97c7c-dc78-4d96-a70b-5b16f19a2751","year":2017},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:18.696700Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:4dbefe27c9b5e5d697ccc068fe2f3b2dff1f148ff975570d02eb3a04e7db87f6","observation_id":"e7d54eac-11c2-4a59-a3f9-22799e0ee230","resolution":{"observed_at":"2026-08-07T12:54:23.948873Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:23.604387Z","title":"Summarizing videos using concentrated attention and considering the un iqueness and diversity of the video frames,","venue":null,"work_id":"4c17a012-33b9-4139-bcd8-ab647cee2e2e","year":2022},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:18.750814Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:2fa1dcc0398ce69c7e2325cf0dd295461035e3f236687f47bd76df7b9e7954e8","observation_id":"b50f2ff4-c28b-4b04-9487-0885bc7b84bd","resolution":{"observed_at":"2026-08-07T12:54:23.704468Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:23.386382Z","title":"TL;DW? Summarizing Instructio nal Videos with Task Relevance and Cross-Modal Saliency,","venue":null,"work_id":"8488f6ae-40ca-4873-a0db-3192f578329d","year":2022},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:18.814953Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:c5577be3ef196c040f24f4a3fee5532da3848127553dfc52f0867ecd041b6cfc","observation_id":"e77ff443-b4d3-477e-aa60-56085cc752ce","resolution":{"observed_at":"2026-08-07T12:54:23.487700Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:23.179874Z","title":"Rethinkin g spatiotem- poral feature learning: Speed-accuracy trade-offs in vide o classiﬁcation,","venue":null,"work_id":"319312d7-457d-4f05-9c02-be3cb94be16d","year":2018},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:18.880999Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:f0658dd592dd09ee39065c9bbe2898c1dc4916635c8898660c58a8888cd8208a","observation_id":"55f3bec8-60de-408a-881d-0d810d202a93","resolution":{"observed_at":"2026-08-07T12:54:23.276417Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1907.11692","last_updated":"2019-07-26T17:48:29Z","snapshot_observed_at":"2026-07-31T22:31:37.910868Z","submitted_at":"2019-07-26T17:48:29Z","title":"RoBERTa: A Robustly Optimized BERT Pretraining Approach","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1907.11692","snapshot_observed_at":"2026-08-07T12:54:18.964559Z","title":"RoBERTa: A robustly optim ized BERT pretraining approach,","venue":null,"work_id":null,"year":1907},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:18.964559Z"},"links":{"cited_paper":"/paper/1907.11692","citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:cd4b1f880ca7cb52f949258256b2325eb49a243412026873b3ce6b549d5eb66c","observation_id":"9d8e2308-f7ff-452b-bd09-0dece83de2df","resolution":{"observed_at":"2026-08-07T12:54:18.964559Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:23.043800Z","title":"AREDSUM: Adaptive redundancy-aware iterative sentence ranking for extracti ve document summarization,","venue":null,"work_id":"72008852-1274-4ae8-ae54-f0182421bef2","year":2020},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.039626Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:cb3d1eb5a5a0afb1b011e625455aff557a15910d370906fc78453c834f377511","observation_id":"8f372dae-3bed-4e7b-80a0-5702f1a0bce0","resolution":{"observed_at":"2026-08-07T12:54:23.095873Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:22.778093Z","title":"Attention is all you need,","venue":null,"work_id":"9453a343-721d-451e-a5ce-2ab65e2eff3f","year":2017},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.086216Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:d7e8dde8c327cdf2819ce37fcc91dce0fcb6c49a09b07aba49c4aaa6c515e3d7","observation_id":"cff0ff2b-9299-4c67-88a8-4af7ca625b7f","resolution":{"observed_at":"2026-08-07T12:54:22.903832Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2111.02358","last_updated":"2022-05-27T15:44:26Z","snapshot_observed_at":"2026-08-13T17:40:11.285124Z","submitted_at":"2021-11-03T17:20:36Z","title":"VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2111.02358","snapshot_observed_at":"2026-08-07T12:54:19.140326Z","title":"VLMo: Uniﬁed vision-language pre-train ing with mixture-of-modality-experts,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.140326Z"},"links":{"cited_paper":"/paper/2111.02358","citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:f9f76cf8d556f375897c822233328fa53cfc10a2db6bdae3e33dd2434b4480b6","observation_id":"701e8788-8a6e-4869-bdc3-bb00788978c6","resolution":{"observed_at":"2026-08-07T12:54:19.140326Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:22.524882Z","title":"Simple statistical gradient-followi ng algorithms for connectionist reinforcement learning,","venue":null,"work_id":"416d6534-fa72-4dc6-a825-b6ccc842e252","year":1992},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.191277Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:e6204f48201fd59d1db4e0f718b847c056246ddded815d69479fb416f4a76fa2","observation_id":"5254dac2-47db-4fad-a325-79a852aafcc6","resolution":{"observed_at":"2026-08-07T12:54:22.639669Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:19.241770Z","title":"Adam: A method for stochastic opt imization,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.241770Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:a80429bfcf4ba9e674e8bcc2fc7554f58d1fc256ac8d030b484734dae9dc5ad6","observation_id":"a98664f6-bc7e-442c-ae1b-07415d1cbf90","resolution":{"observed_at":"2026-08-07T12:54:19.241770Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:22.320395Z","title":"Abstractive text summarization using sequence-to-seque nce RNNs and beyond,","venue":null,"work_id":"6da59f75-9356-4a94-a170-e60d1f98c400","year":2016},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.289591Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:14ca3b4dd21e5e85f90b24d1e5e61f114e8f5eadf0ba23751b3e597510136df3","observation_id":"58d02cb6-099b-4849-8583-bff9ff7666aa","resolution":{"observed_at":"2026-08-07T12:54:22.405014Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:22.108397Z","title":"HowTo100M: Learning a text-video embedding by watching hu ndred million narrated video clips,","venue":null,"work_id":"388f4a9b-01bd-4557-b93b-9c475c823647","year":2019},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.335478Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:3d079dea803148ef0574167c9b2d7ff88005ec7f7b0c206d302481a1c0e8435c","observation_id":"61934291-2a83-4dc6-9eb2-afc055363ec3","resolution":{"observed_at":"2026-08-07T12:54:22.235780Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:21.942364Z","title":"Mr. HiSum: A large-scale data set for video highlight detection and summarization,","venue":null,"work_id":"b6bc2f52-853c-4585-a02e-a2a74004d92f","year":2024},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.400921Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:252a94075687ad7d72cd7fd87850517926966d0750650796a3ea249ba101ce6e","observation_id":"a23ffb87-3931-4893-8939-5b73da35ad07","resolution":{"observed_at":"2026-08-07T12:54:22.019824Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:21.761716Z","title":"Reth inking the evaluation of video summaries,","venue":null,"work_id":"9b6f0b82-ec4f-40f9-afa7-e269ec2efd2f","year":2019},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.459604Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:b23d3af9fa251b58f244a100068a8e3919a40c23e508eb426afcad18a82c5d0c","observation_id":"75c4784f-b26e-4d75-83ae-6f872e9962c4","resolution":{"observed_at":"2026-08-07T12:54:21.831846Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:21.403611Z","title":"Zwillinger and S","venue":null,"work_id":"1df7f60c-84a9-43f9-9257-370dad18f07c","year":1999},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.537886Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:756c46465797c6cf5cad20a599b10d605c446e0ce4bf007082900f676067d3f8","observation_id":"72018b24-f092-453f-bdfc-639cb90eaf01","resolution":{"observed_at":"2026-08-07T12:54:21.598933Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:21.043488Z","title":"The treatment of ties in ranking problem s,","venue":null,"work_id":"befa6679-8333-4dc5-9bc1-cfd2b50b44bb","year":1945},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.632314Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:632850dec86c17bb301110279623391d32bc87e7da59efde2d2f026fa64272ef","observation_id":"e035518a-dc10-473d-bac5-0deeccae4290","resolution":{"observed_at":"2026-08-07T12:54:21.180234Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:20.712614Z","title":"Cate gory-speciﬁc video summarization,","venue":null,"work_id":"67f8afb1-c2ca-4a38-a77f-97cd8c6fec7d","year":2014},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.724624Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:2cae30720b5de05445f0a7959af4257eba7488a4d29dd7d9436f6cb8040705f6","observation_id":"245fb392-2849-4c05-a7e9-de4e43be91e6","resolution":{"observed_at":"2026-08-07T12:54:20.866198Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1810.09305","last_updated":"2018-10-18T05:29:41Z","snapshot_observed_at":"2026-08-14T18:12:51.564754Z","submitted_at":"2018-10-18T05:29:41Z","title":"WikiHow: A Large Scale Text Summarization Dataset","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1810.09305","snapshot_observed_at":"2026-08-07T12:54:19.775314Z","title":"WikiHow: A large scale text su mma- rization dataset,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.775314Z"},"links":{"cited_paper":"/paper/1810.09305","citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:687b3a46930174a2a1028402946c7ee749be9590544a2788d3803bc16b60a18d","observation_id":"eb81ee09-0ff3-4f1d-b697-77588af1849d","resolution":{"observed_at":"2026-08-07T12:54:19.775314Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:54:20.025098Z","title":"COG N- IMUSE: a multimodal video database annotated with saliency , events, semantics and emotion with application to summarization,","venue":null,"work_id":"b98f1ca6-c9fd-4c22-b532-4125c6b38d07","year":2017},"citing_paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T12:54:19.856159Z"},"links":{"citing_paper":"/paper/2505.23268"},"observation_digest":"sha256:e97fe1253cd1539846fcea1da816291992d9d305d6dfab09a42885336fb7992a","observation_id":"1b59550b-3d56-4209-82fb-6d6801571aac","resolution":{"observed_at":"2026-08-07T12:54:20.479050Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2505.23268","last_updated":"2025-05-29T09:16:19Z","latest_version":1,"primary_category":"cs.CV","snapshot_observed_at":"2026-08-10T09:57:07.567814Z","submitted_at":"2025-05-29T09:16:19Z","title":"Unsupervised Transcript-assisted Video Summarization and Highlight Detection"},"reference_resolution":{"displayed":26,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":4,"verified_exact":0,"verified_fuzzy":22},"total_outbound_references":26},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"thesis":"As of 15 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2505.23268."}