{"as_of":"2026-08-10T03:35:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:eee606b8ebb2887578763063c7e70e6c05e3a17490e1cec1cf7b5d1a4b8944c9","coverage":[{"denominator":36,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":36,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T15:08:54.028967Z","state":"measured"},{"denominator":37,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":37,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":1,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":1,"source":"paper_references, paper_reference_links","source_observed_at":"2026-05-20T15:08:25.309094Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-05-20T15:13:25.058408Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"cited_work":{"arxiv_id":"2508.20449","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2508.20449","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A spatial-frequency aware multi-scale fusion network for real-time deepfake detection","venue":null,"work_id":"8f7c1ba0-7a47-460e-ab9f-0db7fb5c4094","year":2025},"citing_paper":{"arxiv_id":"2605.17133","last_updated":"2026-05-16T19:46:33Z","snapshot_observed_at":"2026-08-05T10:23:49.044022Z","submitted_at":"2026-05-16T19:46:33Z","title":"CAM-VFD: Cross-Attention Multimodal Video Forgery Detection","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-05-20T15:08:25.309094Z"},"links":{"cited_paper":"/paper/2508.20449","citing_paper":"/paper/2605.17133"},"observation_digest":"sha256:ad8e87e627ff14f64f2420ef34809930cffaf3bbf18144d21d3c26de1e241a79","observation_id":"52f008ad-1c6b-4e5b-bb0e-2fe17c2c6c7e","resolution":{"observed_at":"2026-05-20T15:13:25.059955Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2508.20449/citation-record","integrity":"/paper/2508.20449/integrity","json":"/paper/2508.20449/citation-record.json","paper":"/paper/2508.20449"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:50.465465Z","title":"In: Proceedings of the 28th ACM Interna- tional Conference on Multimedia (ACM MM), pp","venue":null,"work_id":null,"year":2003},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:50.465465Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:466c7bf6cbcd8300fc902c132215f7e823f666bc688feb629c158719083fdf5c","observation_id":"d9d276e4-8206-4577-b408-93e08a35b6c1","resolution":{"observed_at":"2026-08-05T15:08:50.465465Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1912.01865","last_updated":"2020-04-26T07:09:56Z","snapshot_observed_at":"2026-08-07T09:46:50.336562Z","submitted_at":"2019-12-04T09:42:22Z","title":"StarGAN v2: Diverse Image Synthesis for Multiple Domains","version":2},"cited_work":{"arxiv_id":"1912.01865","doi":null,"metadata_source":"pith","pith_arxiv_id":"1912.01865","snapshot_observed_at":"2026-08-05T15:08:55.850482Z","title":"StarGAN v2: Diverse Image Synthesis for Multiple Domains","venue":"cs.CV","work_id":"19bd0513-23ee-48c1-8e08-3a2271d57ba3","year":2019},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:50.520924Z"},"links":{"cited_paper":"/paper/1912.01865","citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:b645a918e4be68cb38d6e5e4d78105f8983c9fa3b62a4ecdd21378983893d776","observation_id":"0fb2bf4f-65f2-40d5-a7a6-3d5401de32c9","resolution":{"observed_at":"2026-08-05T15:08:55.855159Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2024.33545","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:55.825201Z","title":"IEEE Trans","venue":null,"work_id":"55f9bb6a-80a5-4048-9ec7-49689cd8eecd","year":2024},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:50.527446Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:d55ff3e4a0934c2b2242ba35732235f52e28acac2c6edfcbe08f728493e261aa","observation_id":"7ea6dde0-2c72-4981-8a75-77506e20ab84","resolution":{"observed_at":"2026-08-05T15:08:55.832193Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-05T15:08:50.665566Z","title":"ACM Co mput","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:50.665566Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:297d08727cd76b04f87889b78956618ded20e2da05b971c1cb739a545f5dbaf6","observation_id":"9919c5f3-cfc6-4c8e-8259-d827a95a9863","resolution":{"observed_at":"2026-08-05T15:08:50.665566Z","resolver_source":null,"status":"malformed_identifier"},"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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:50.825471Z","title":"In: IEEE 9th Europe an Sym- posium on Security and Privacy (EuroS&P), pp","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:50.825471Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:13a0d58319d616b623a369dee421d18b24eb1be89bd7d9937953786cb8f5b469","observation_id":"39b837f0-73cb-4110-9139-6fd7c182908c","resolution":{"observed_at":"2026-08-05T15:08:50.825471Z","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":"2026-08-05T15:08:55.975327Z","title":"R., Cinque, L.: Faster Than Lies: Real-time Deepfake Detection using Binary Neural Networks","venue":null,"work_id":"7b1b2502-43fb-47d6-b74c-c42062395c56","year":null},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:50.988487Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:1274bf89cc2925b066d7e4051b7b699e14f86da8c0bca32581caba26762f118a","observation_id":"ba12a9ee-dd5d-46a0-8d19-f7f2450f4cdd","resolution":{"observed_at":"2026-08-05T15:08:55.979916Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2406.09398","last_updated":"2024-06-13T17:59:23Z","snapshot_observed_at":"2026-08-07T19:25:53.299525Z","submitted_at":"2024-06-13T17:59:23Z","title":"Real-Time Deepfake Detection in the Real-World","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.09398","snapshot_observed_at":"2026-08-05T15:08:51.270581Z","title":"In: arXiv preprint arXiv:2406 .09398 (2024).https://arxiv.org/abs/2406.09398","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:51.270581Z"},"links":{"cited_paper":"/paper/2406.09398","citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:2550cb41d2c9e79290dd6834214b73addc7d473543ece401798eb87d5767f93a","observation_id":"1bb57f9c-c571-4500-bd89-09ef2337555b","resolution":{"observed_at":"2026-08-05T15:08:51.270581Z","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":"2018.86307","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:55.592946Z","title":"In: IEEE Internation al Work- shop on Information Forensics and Security (WIFS), pp","venue":null,"work_id":"82f03ce7-dcc6-452a-b2dd-2bc67f0f167a","year":2018},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:51.439714Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:f048566817b5c65d6b6d5c1a572fe24386fe76c2389579af57414946a88bc348","observation_id":"0fce353d-e5f6-4668-9811-2f8ba28dc5a8","resolution":{"observed_at":"2026-08-05T15:08:55.602283Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-05T15:08:55.960445Z","title":"In: IEEE Conference on Computer Vision and Pattern Recognit ion Workshops (CVPR W), pp","venue":null,"work_id":"5ea1d58b-ad4d-4c04-b294-c7c424128d5e","year":2019},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:51.605737Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:cb0b4e5cc3056c5a078f28693d800e74a6f607376012b840e31f021fb0c34fe1","observation_id":"452f7e10-b564-4bc8-894a-deab86c6f27f","resolution":{"observed_at":"2026-08-05T15:08:55.964982Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2019.00873","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:55.506899Z","title":"In: Proceedings of the IEEE/CVF International Conference on Computer Vision ( ICCV), pp","venue":null,"work_id":"b5216e85-3cd9-4b33-a188-b66e956ad29a","year":2019},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:51.771870Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:60f4dec2dcaa03063f06541e14932ac17db0e54e7f194e6ea6d6f3d58f44a783","observation_id":"d9052490-d6f8-475f-8120-9b32931bfdcb","resolution":{"observed_at":"2026-08-05T15:08:55.517495Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1609/aaai.v37i12.26701","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:54.141441Z","title":"P.: Noise Based Deepfake Detection via Multi-Head Relative-Interaction","venue":null,"work_id":"d33e65e9-92a1-420c-af8e-a548b87ff061","year":2023},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:51.936523Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:06774426ae6b4ffbc62dba1d99361b4ef8074162cd3227f3018bd32fcb648c8a","observation_id":"80abec93-881a-4a6f-9339-7d7efbd6dc4e","resolution":{"observed_at":"2026-08-05T15:08:54.146381Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1145/3588574","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:54.126278Z","title":"P., Nie, L.: Deep Convolutio nal Pooling Trans- former for Deepfake Detection","venue":null,"work_id":"aabdd146-451d-47b8-ba6c-05ed902a68d0","year":2023},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:52.082940Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:2ee740aba76c98c2accee105e8a414789ac13e28f85973c2dc9a961a11a1bcb7","observation_id":"deb31860-cc7c-4737-a4f6-6226d8283873","resolution":{"observed_at":"2026-08-05T15:08:54.131145Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-05T15:08:52.202262Z","title":"In: IEEE International Conference on Au- tomatic Face and Gesture Recognition (FG), pp","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:52.202262Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:41bd874a19d415b2bff5202489ba74d2f27a2e436bb13b43a86c1658399437ff","observation_id":"c001f51a-5b0b-4165-96cf-97d2c4e40592","resolution":{"observed_at":"2026-08-05T15:08:52.202262Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:52.367739Z","title":"In: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:52.367739Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:c842555540e9bc0ad7f4b7938b02bffa4efdbee06c35b93aafd5740ef7c29165","observation_id":"ba22e2b8-8e7f-4959-98d6-30cbc937ddcb","resolution":{"observed_at":"2026-08-05T15:08:52.367739Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:52.528490Z","title":"In: Proceedings of the European Conference on Compu ter Vision (ECCV), pp","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:52.528490Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:8dddf5e384f10e4633d553233265c2ae4566e4ea9b92321d33380e70a4d2a84e","observation_id":"96c19b91-a55c-4bb3-ae1d-084fc892b3ef","resolution":{"observed_at":"2026-08-05T15:08:52.528490Z","resolver_source":null,"status":"malformed_identifier"},"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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:52.695034Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:52.695034Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:b6755df287f96881075f604546891f2bb148900b95e130a720e2a501ef8147ac","observation_id":"6a95d527-37b5-41c4-b0e4-7a4621d96d12","resolution":{"observed_at":"2026-08-05T15:08:52.695034Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1904.11486","last_updated":"2019-06-09T00:27:38Z","snapshot_observed_at":"2026-07-06T07:48:28.981402Z","submitted_at":"2019-04-25T17:56:21Z","title":"Making Convolutional Networks Shift-Invariant Again","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1904.11486","snapshot_observed_at":"2026-08-05T15:08:52.919968Z","title":"In: Proceed- ings of the International Conference on Machine Learning (I CML), pp","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:52.919968Z"},"links":{"cited_paper":"/paper/1904.11486","citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:6529f00ebd1ce4cd68eabe47ee068e47abbba15bc98992504480a1d7258b0581","observation_id":"ff73d901-1f73-4879-b4c4-4713af8f1bdb","resolution":{"observed_at":"2026-08-05T15:08:52.919968Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2006.07397","last_updated":"2020-10-28T03:48:28Z","snapshot_observed_at":"2026-07-06T09:28:36.954658Z","submitted_at":"2020-06-12T18:15:55Z","title":"The DeepFake Detection Challenge (DFDC) Dataset","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2006.07397","snapshot_observed_at":"2026-08-05T15:08:53.160241Z","title":"arXiv preprint arXiv:2006.07397 (2020)","venue":null,"work_id":null,"year":2006},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:53.160241Z"},"links":{"cited_paper":"/paper/2006.07397","citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:49e779b938427996f508aff217709ceee6ff58026aa00cce3891069c6f877b74","observation_id":"2831245c-477a-4718-8582-ab9de22902ab","resolution":{"observed_at":"2026-08-05T15:08:53.160241Z","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":"2026-08-05T15:08:55.946431Z","title":"https://ai.googleblog.com/2019/09/contributing-data-to-deepfake-detection.html","venue":null,"work_id":"034d5cb3-1a54-4a4e-9e6d-f4824329563a","year":2019},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:53.368419Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:e61e7b9916f27f8476525fad6e196e48f4b5294b0094e45ac5dd2ed977888495","observation_id":"e5767319-7a5f-4a86-9b01-dbb5dcd50ad9","resolution":{"observed_at":"2026-08-05T15:08:55.950896Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1910.08854","last_updated":"2019-10-23T18:47:35Z","snapshot_observed_at":"2026-08-06T07:27:19.098848Z","submitted_at":"2019-10-19T22:35:52Z","title":"The Deepfake Detection Challenge (DFDC) Preview Dataset","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1910.08854","snapshot_observed_at":"2026-08-05T15:08:53.451414Z","title":"arXiv preprin t arXiv:1910.08854 (2019)","venue":null,"work_id":null,"year":1910},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:53.451414Z"},"links":{"cited_paper":"/paper/1910.08854","citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:1bdd4b3b9b41fbaebf813d13d4348fc6ab49139b6b433fb6b6286e3fb5b91979","observation_id":"9e247cda-9b8c-48f1-aaa6-5c284512e3e1","resolution":{"observed_at":"2026-08-05T15:08:53.451414Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1806.02877","last_updated":"2018-06-11T19:28:49Z","snapshot_observed_at":"2026-08-09T10:38:40.781419Z","submitted_at":"2018-06-07T19:36:09Z","title":"In Ictu Oculi: Exposing AI Generated Fake Face Videos by Detecting Eye Blinking","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1806.02877","snapshot_observed_at":"2026-08-05T15:08:53.577654Z","title":"arXiv preprint arXiv :1806.02877 (2018)","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:53.577654Z"},"links":{"cited_paper":"/paper/1806.02877","citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:9acd5d103383e650e11bc474dd9363cdabd2e9f241de09c6f0c0df27ded498b5","observation_id":"2b515daa-a18d-477f-ac4c-868749e34407","resolution":{"observed_at":"2026-08-05T15:08:53.577654Z","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":"2026-08-05T15:08:55.931567Z","title":"In: Proceed- ings of the IEEE/CVF Conference on Computer Vision and Patte rn Recognition (CVPR), pp","venue":null,"work_id":"54c0416b-d8c4-4d5e-89a7-5e3654842517","year":2025},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:53.705112Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:8ad799d0ff69c5ad6d2364457b299e512c0cfb8216463bc35e0f48030c221918","observation_id":"3a9e11d1-efbb-43df-a69e-3bd3b74750c0","resolution":{"observed_at":"2026-08-05T15:08:55.936732Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-05T15:08:53.799227Z","title":"In: Advances in Neural Info rmation Processing Systems (NeurIPS), vol","venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:53.799227Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:bb33ff7da84766190f4bc0b02d3dfe82d2bb19fac1e891d85a73c8fd6cf19be3","observation_id":"f268053b-d6c5-4a86-934c-1371a087f568","resolution":{"observed_at":"2026-08-05T15:08:53.799227Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:53.967486Z","title":"In: Proceedings of the IEEE Conference on Comp uter Vision and Pattern Recognition (CVPR), pp","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:53.967486Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:e9008c8841bccaf127c22bdcd9fa11d81c515d6e115b9be1b9d898b0fdc51687","observation_id":"8ddef7fa-365a-4840-8df3-8f2551b6158d","resolution":{"observed_at":"2026-08-05T15:08:53.967486Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:53.977372Z","title":"In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:53.977372Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:384ada12fef06cf76e4b133777edac038c86701a33ffddeed8bfa69ce9d81736","observation_id":"32130d79-90ad-48b4-98bf-732097901fe2","resolution":{"observed_at":"2026-08-05T15:08:53.977372Z","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":"10.1007/978-3-030-58610-2","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:54.065989Z","title":"In: Proceedings of the European Con ference on Com- puter Vision (ECCV), LNCS, vol","venue":null,"work_id":"ff230c24-fc20-44c7-b71b-739e67fbf2e0","year":2020},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:53.982336Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:b49fa29ca4d075fa62b96e750a1c2664b75113b02ccebc4f9e04986c50cb31bf","observation_id":"fe970338-f18a-449c-bf2d-f9d81b562e50","resolution":{"observed_at":"2026-08-05T15:08:54.072220Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-05T15:08:53.991582Z","title":"In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recogn ition (CVPR), pp","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:53.991582Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:0a2a9da91f6f492a98ab994390339eecc35f73a4ecb24116e77f2db145c24057","observation_id":"a82f89f6-7f97-46c5-b62a-0d255a605488","resolution":{"observed_at":"2026-08-05T15:08:53.991582Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1910.01717","last_updated":"2020-10-24T01:41:08Z","snapshot_observed_at":"2026-07-06T08:26:47.571015Z","submitted_at":"2019-10-03T20:51:47Z","title":"On the Detection of Digital Face Manipulation","version":5},"cited_work":{"arxiv_id":"1910.01717","doi":null,"metadata_source":"pith","pith_arxiv_id":"1910.01717","snapshot_observed_at":"2026-08-05T15:08:55.003887Z","title":"On the Detection of Digital Face Manipulation","venue":"cs.CV","work_id":"1d412cf2-9ae5-480b-b344-911085960941","year":2019},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:53.995895Z"},"links":{"cited_paper":"/paper/1910.01717","citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:8ac9662a0e956096a749cd18ecaedae0e6362f3e1048bed59e28c882ecd01216","observation_id":"52e5d3f2-831f-429b-91a2-6775ddeaed9d","resolution":{"observed_at":"2026-08-05T15:08:55.009443Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-05T15:08:54.000289Z","title":"In: Proceedings of the IEEE Co nference on Computer Vision and Pattern Recognition (CVPR), pp","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:54.000289Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:4ea5408cf66cb21a1ebb34bd79fe583c60b4fa7b9116cad83c1050f028f78e42","observation_id":"8691db2c-29a0-4071-a02f-8ed4a3905fbd","resolution":{"observed_at":"2026-08-05T15:08:54.000289Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:54.006545Z","title":"IEEE Transactions on Neural N etworks and Learning Systems, 34(11), 9562–9567 (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:54.006545Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:65b0f00565641d79238be0b183a174f3a96400be4676189a976e32694e4bee76","observation_id":"8b4b85da-a2bd-400a-ad64-b5fd29325001","resolution":{"observed_at":"2026-08-05T15:08:54.006545Z","resolver_source":null,"status":"malformed_identifier"},"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":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:54.808048Z","title":"In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recogn ition (CVPR), Boston, MA, USA, pp","venue":null,"work_id":"e04bdf41-1ef9-458b-80e2-ed4928db198c","year":2015},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:54.010605Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:aa06c679de1b2f96c529b99d0836dc4edac7a95859c218b8c8fce43afd6d6162","observation_id":"5ff19ead-0be7-4b02-ab05-750a7c263a1f","resolution":{"observed_at":"2026-08-05T15:08:54.813121Z","resolver_source":"arxiv_id_nonexistent","status":"malformed_identifier"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1811.00656","last_updated":"2019-05-22T15:06:39Z","snapshot_observed_at":"2026-07-06T07:12:10.424336Z","submitted_at":"2018-11-01T22:13:55Z","title":"Exposing DeepFake Videos By Detecting Face Warping Artifacts","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1811.00656","snapshot_observed_at":"2026-08-05T15:08:54.015008Z","title":"arXiv preprint arXiv:1811.00656 (2018)","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:54.015008Z"},"links":{"cited_paper":"/paper/1811.00656","citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:b16ddc609990a77e44bc351a1c20ca612bbf8554c0c55fb36e8881ded9d964d6","observation_id":"c4a73aba-ee7f-4eb0-a387-e67334d39959","resolution":{"observed_at":"2026-08-05T15:08:54.015008Z","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":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:54.601164Z","title":"In: ICASSP 2019 - 20 19 IEEE Interna- tional Conference on Acoustics, Speech and Signal Processi ng (ICASSP), Brighton, UK, pp","venue":null,"work_id":"aa168cd3-0046-4833-aae9-ccef97a2855c","year":2019},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:54.019685Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:eee4e3d08911b03cfc92f88fa82e1fda92e9704f9b9987ea4d620fa1e11f6acf","observation_id":"32d2a8d5-e583-4fd7-8a27-99538ed7724e","resolution":{"observed_at":"2026-08-05T15:08:54.605830Z","resolver_source":"arxiv_id_nonexistent","status":"malformed_identifier"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:54.415741Z","title":"In: Proceedings of the IEEE/CVF Conference on Compu ter Vision and Pattern Recognition (CVPR), Nashville, TN, USA, pp","venue":null,"work_id":"d9729ab4-1597-4878-b0b1-4de955e0dae2","year":2021},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:54.024078Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:7d81123e872a309e49df430697d3144c47fef2c88d3d9c734f6ce17c6ad90527","observation_id":"85af5ad3-8e2f-401c-ba8f-8cf7d92d1c16","resolution":{"observed_at":"2026-08-05T15:08:54.421063Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2307.01426","last_updated":"2023-10-28T10:05:52Z","snapshot_observed_at":"2026-08-07T23:00:53.322063Z","submitted_at":"2023-07-04T01:34:41Z","title":"DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.01426","snapshot_observed_at":"2026-08-05T15:08:54.028967Z","title":"In: Advances in Ne ural Information Processing Systems (NeurIPS) Datasets and Benchmarks Trac k, vol","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:54.028967Z"},"links":{"cited_paper":"/paper/2307.01426","citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:55ef52b0ee62a5cd00c41cf0ff1b902aafe840dec4590cb99931d482e47b2b84","observation_id":"6f0d76aa-d474-4d0a-aeca-46ced4f23e3b","resolution":{"observed_at":"2026-08-05T15:08:54.028967Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:08:51.148847Z","title":"https://doi.org/10.1109/CVPR W63382.2024.00381","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection","version":1},"reference_index":3780,"source":"pdf_text","source_observed_at":"2026-08-05T15:08:51.148847Z"},"links":{"citing_paper":"/paper/2508.20449"},"observation_digest":"sha256:2a130fbc3cd96bb0daff2725e0ab49bed5863f92e95b69f41406f3be3f9bec94","observation_id":"da32e73e-3e83-447f-909c-8944070953b1","resolution":{"observed_at":"2026-08-05T15:08:51.148847Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2508.20449","last_updated":"2025-08-28T05:55:28Z","latest_version":1,"primary_category":"cs.CV","snapshot_observed_at":"2026-08-09T01:02:49.855169Z","submitted_at":"2025-08-28T05:55:28Z","title":"A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection"},"reference_resolution":{"displayed":36,"state_counts":{"malformed_identifier":6,"metadata_mismatch":4,"parse_uncertain":0,"unresolved":17,"verified_exact":5,"verified_fuzzy":4},"total_outbound_references":36},"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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 1 inbound Pith citation observation for arXiv:2508.20449."}