{"as_of":"2026-08-11T15:24:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:ab97b31c80c511d51b535e271c985ebff9acd5f066b35380563e6d56e26864f0","coverage":[{"denominator":64,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":64,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T05:50:48.287894Z","state":"measured"},{"denominator":66,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":66,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-11T06:34:44.6726+00:00","state":"measured"},{"denominator":2,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":2,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T14:37:34.044826Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"pith","source_observed_at":"2026-08-06T14:34:12.320833Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.17133","snapshot_observed_at":"2026-08-07T14:37:34.044826Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.18273","last_updated":"2025-05-23T18:10:26Z","snapshot_observed_at":"2026-08-07T14:31:58.418495Z","submitted_at":"2025-05-23T18:10:26Z","title":"ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T14:37:34.044826Z"},"links":{"cited_paper":"/paper/2412.17133","citing_paper":"/paper/2505.18273"},"observation_digest":"sha256:936a483cb07c97c5535434caf62e76bf5e4de284125dcd3109708774f77ee6f1","observation_id":"05118ece-bdac-4438-b907-e45e6b56d356","resolution":{"observed_at":"2026-08-07T14:37:34.044826Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"cited_work":{"arxiv_id":"2412.17133","doi":null,"metadata_source":"pith","pith_arxiv_id":"2412.17133","snapshot_observed_at":"2026-08-06T14:34:12.320833Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","venue":"eess.AS","work_id":"94e4371b-3b5d-40ba-850c-b239827df5ef","year":2024},"citing_paper":{"arxiv_id":"2507.21157","last_updated":"2025-07-24T22:05:52Z","snapshot_observed_at":"2026-08-08T20:19:48.223638Z","submitted_at":"2025-07-24T22:05:52Z","title":"Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems","version":1},"reference_index":159,"source":"pdf_text","source_observed_at":"2026-08-06T14:34:11.087150Z"},"links":{"cited_paper":"/paper/2412.17133","citing_paper":"/paper/2507.21157"},"observation_digest":"sha256:dfb622ee1fc246fbb9537e5dfbd53800cf510ab10fb31d93f67357bed609bb30","observation_id":"a98936c8-12af-46ba-b2a3-c3e77deb03ca","resolution":{"observed_at":"2026-08-06T14:34:12.324794Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2412.17133/citation-record","integrity":"/paper/2412.17133/integrity","json":"/paper/2412.17133/citation-record.json","paper":"/paper/2412.17133"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:50:49.341910Z","title":"50 years of biomet- ric research: Accomplishments, challenges, and opportunities,","venue":null,"work_id":"fd405a65-78bb-40e5-8143-f2098aca9931","year":2016},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:47.943266Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:a722e1dd81349f3c8d003c2e888322080ad04407c4170a5861e9683e252301c3","observation_id":"50798f6d-8237-4101-9c32-8a4f6f86080a","resolution":{"observed_at":"2026-08-11T05:50:49.347118Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.327346Z","title":"Biometrics systems under spoofing attack: an evaluation methodology and lessons learned,","venue":null,"work_id":"2348937a-a05d-4916-8e6a-7dd027f95827","year":2015},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:47.950226Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:6c38f85a61f69d49f836d01b8d3f2e2613b23851379308680c8e88c26a1b069b","observation_id":"b4993f15-d4a2-4e46-82ba-306100f48841","resolution":{"observed_at":"2026-08-11T05:50:49.332223Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.311892Z","title":"Biometrics: a tool for information security,","venue":null,"work_id":"a6910bf4-a5a3-49d5-a995-df571280494d","year":2006},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:47.955260Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:1eace35f0e065c53ff0fedde86a1fc088e2f3bbcc453165f07f8820fa8737635","observation_id":"4ad39a72-8f81-4990-b34a-65cce85950a4","resolution":{"observed_at":"2026-08-11T05:50:49.316976Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.297215Z","title":null,"venue":null,"work_id":"e40b65c5-37e9-42fc-b2b5-add92b50ab35","year":2011},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:47.960912Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:aceeec906adf083dc7986dbb4cfdbb5d6f4c19597fd875001791386ec34c0807","observation_id":"1109e467-998c-439f-9aaa-98d587b39a44","resolution":{"observed_at":"2026-08-11T05:50:49.301737Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.280904Z","title":"Maltoni, D","venue":null,"work_id":"8fb36cb9-7810-4129-b5fb-7439e0345778","year":2009},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:47.965887Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:9f55a74a94ef0318688538943e4cf36567cc9301b06b1d93a45f53c3d69b8e12","observation_id":"1a46a4a9-6fc4-418d-9801-ac91ad24a4d3","resolution":{"observed_at":"2026-08-11T05:50:49.285822Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:47.970815Z","title":"A survey of palmprint recognition,","venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:47.970815Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:798c2dcf801cd678618ff1d5b3f8ae294e0466fc435a61611da40db7059a919c","observation_id":"a1227472-44c2-46ff-b80c-01792400efad","resolution":{"observed_at":"2026-08-11T05:50:47.970815Z","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":"2026-08-11T05:50:49.250911Z","title":"Bio- metric identification through hand geometry measurements,","venue":null,"work_id":"99cf709f-38c7-46d0-b501-97dd72cc1e36","year":2000},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:47.976130Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:b90a380db3d5d3c0c63eaab2dedfe0e9a5092988b344e28adbec41a8266a5522","observation_id":"a8610a8d-5c16-4d4a-810b-18a99d39c37d","resolution":{"observed_at":"2026-08-11T05:50:49.257274Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.231881Z","title":"Biometric recognition using 3D ear shape,","venue":null,"work_id":"078865a0-9491-4779-9b22-122c01052af1","year":2007},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:47.980913Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:36f4b81f1b83a87091fd4fec99b80b57414327b66a330c88f9976319e49e4d3c","observation_id":"251e6261-4898-44a6-9717-e150c2f7e19b","resolution":{"observed_at":"2026-08-11T05:50:49.237127Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.209249Z","title":"Multimodal biometric system using face, ear and gait biometrics,","venue":null,"work_id":"3df3bf75-64e9-46eb-a52f-b892e78dde8c","year":2010},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:47.986021Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:e51a9a4fa209d2f8f3fa2fb3ab61608adb80b905a651454a714ee0dc29dcab98","observation_id":"b23db616-1d11-4c49-97d9-62467491847a","resolution":{"observed_at":"2026-08-11T05:50:49.215357Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.190230Z","title":"Automatic on-line signature verification,","venue":null,"work_id":"57d9b40e-bba5-47a5-af34-4ff598ff1bd5","year":1997},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:47.990685Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:b92a99c6d5717eaf18c79e699525f214f8bf2fe2e2f99737ae58de771bacc33b","observation_id":"0d78322e-d20f-4bfb-9e45-0b89dc1ce2b6","resolution":{"observed_at":"2026-08-11T05:50:49.195615Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.174644Z","title":"In- creasing the robustness of biometric templates for dynamic signature biometric systems,","venue":null,"work_id":"80c2f43c-e913-4fd0-bbf1-3942eb9fffdb","year":2015},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:47.995232Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:f8f33fad31422b8a3a09ea2f109e8bac95191aea147fd07c5adb10fea838110c","observation_id":"adc7c025-61df-4a88-ada0-a8bd7944554d","resolution":{"observed_at":"2026-08-11T05:50:49.180010Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.156714Z","title":"Advances in anti-spoofing: from the perspective of asvspoof challenges,","venue":null,"work_id":"2266aaa7-405a-40f9-adbd-807f4c6327b2","year":2020},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.000119Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:9ba45b9e9322e44c7cad9a138fdb59d769e30ccaf3f69a7ab56f88ffe7ce25ac","observation_id":"def451a2-3662-4192-8e26-9e3ab9e082f8","resolution":{"observed_at":"2026-08-11T05:50:49.161648Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.140318Z","title":"A review on state-of-the-art automatic speaker verification system from spoofing and anti-spoofing perspective,","venue":null,"work_id":"09704b0f-7f58-425d-b437-034c135c9e90","year":2021},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.004837Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:65cff5eb32dba88c6fdeee0dfeecaae793ad2d358c6fb436beac0f1bc90374e8","observation_id":"79f32cd8-d1eb-49e1-a2da-119d89aa0f3b","resolution":{"observed_at":"2026-08-11T05:50:49.145768Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.123567Z","title":"High-quality text-to-speech synthesis: An overview,","venue":null,"work_id":"97101680-6fa7-460b-89a6-4a122b94e091","year":1997},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.010242Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:620b1a95770417f8cc3d1f0c8da81efc21fdac3fc1be5d5720d37a19d37cb327","observation_id":"b6f578f3-f4fb-490e-b5c8-00d6bae2e802","resolution":{"observed_at":"2026-08-11T05:50:49.128978Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.015035Z","title":"An overview of voice conversion systems,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.015035Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:2b7cc87a24a0babe50fb412c85e8e1f4f635aee81677b5d269600eb3ff246dbb","observation_id":"fd611213-c3b0-4ba9-a5b6-6ffa7ddb9863","resolution":{"observed_at":"2026-08-11T05:50:48.015035Z","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":"2026-08-11T05:50:48.020138Z","title":"Asvspoof 2019: A large-scale public database of synthesized, converted and replayed speech,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.020138Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:f9662ea56420c0713469e8a5876047fe14d5bf7ed19264f97407cfd50acf7bba","observation_id":"99cf79a4-fe4e-4a39-b8da-b49b44632afb","resolution":{"observed_at":"2026-08-11T05:50:48.020138Z","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":"2026-08-11T05:50:49.083176Z","title":"Robust features fusion for text independent speaker verification enhancement in noisy environ- ments,","venue":null,"work_id":"73485c76-aa49-4089-9a8a-affc80a3b75d","year":2017},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.025061Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:c8f176aeb843c126bf7e3169817910e4fb0325254d5c27e6de1e60a4674472c7","observation_id":"4a8c0815-8156-4fa6-96c5-cabfd83b62e2","resolution":{"observed_at":"2026-08-11T05:50:49.089574Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.065231Z","title":"Automatic speaker verification systems and spoof detection techniques: review and analysis,","venue":null,"work_id":"323a2621-7df6-486d-8543-646ad30c8f10","year":2022},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.030025Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:8ceaf05ead23905b133331f66c5f2ce549f8727a6c21e823633e4a367e5783d4","observation_id":"90ac8507-1fe7-4231-9632-17fb5d0d29f8","resolution":{"observed_at":"2026-08-11T05:50:49.070871Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.049729Z","title":"Constant Q cepstral coeffi- cients: A spoofing countermeasure for automatic speaker verification,","venue":null,"work_id":"fdebccbc-2609-40fc-8337-e667f9efee63","year":2017},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.035130Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:0a8dbd91686ed8a3d4a6a72fc65fbb7b10e4c3f8e2ff816a6800fc80b6b4768e","observation_id":"589b7f63-27db-4f4d-818c-c7995b402640","resolution":{"observed_at":"2026-08-11T05:50:49.054668Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2408.06922","last_updated":"2024-08-13T14:15:15Z","snapshot_observed_at":"2026-07-06T19:00:13.547242Z","submitted_at":"2024-08-13T14:15:15Z","title":"Temporal Variability and Multi-Viewed Self-Supervised Representations to Tackle the ASVspoof5 Deepfake Challenge","version":1},"cited_work":{"arxiv_id":"2408.06922","doi":null,"metadata_source":"pith","pith_arxiv_id":"2408.06922","snapshot_observed_at":"2026-08-11T05:50:48.512284Z","title":"Temporal Variability and Multi-Viewed Self-Supervised Representations to Tackle the ASVspoof5 Deepfake Challenge","venue":"cs.SD","work_id":"22c2f42a-5f67-497b-add6-3eec9db76c73","year":2024},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.039861Z"},"links":{"cited_paper":"/paper/2408.06922","citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:a77b3cae6e7065c5da48c057af13d5c41563eda66213d519830e50817fd5bc90","observation_id":"30d89957-9c20-43ff-8941-72030b49cdad","resolution":{"observed_at":"2026-08-11T05:50:48.517320Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.033883Z","title":"V oice spoofing detection using a neural networks assembly considering spectrograms and mel frequency cepstral coefficients,","venue":null,"work_id":"37d065b7-3f73-44c1-9cff-a11915b7a57c","year":2023},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.044730Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:58c2c6526206226e6d955ea4e41712affca3a08fc1cb8725a10f8d7cf721a387","observation_id":"c5de0684-7087-401f-84ac-2d2df656c096","resolution":{"observed_at":"2026-08-11T05:50:49.039585Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:49.017732Z","title":"V oice spoofing detection for multiclass attack classification using deep learning,","venue":null,"work_id":"13cdf7a1-0cbb-4164-8caf-84439a9f135d","year":2023},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.049773Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:2b2f39e918a21da41460033fa58c99370f9ae5c76cdf5dd2cfe39563be1458fa","observation_id":"4c9463f8-b668-4814-8645-39033a8534c1","resolution":{"observed_at":"2026-08-11T05:50:49.022876Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2408.11152","last_updated":"2024-08-20T19:18:20Z","snapshot_observed_at":"2026-08-11T08:55:39.250584Z","submitted_at":"2024-08-20T19:18:20Z","title":"BUT Systems and Analyses for the ASVspoof 5 Challenge","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.11152","snapshot_observed_at":"2026-08-11T05:50:48.054520Z","title":"BUT systems and anal- yses for the ASVspoof 5 challenge,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.054520Z"},"links":{"cited_paper":"/paper/2408.11152","citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:a172a7c82b917b986e6621cb3d8560a19d48d2d7f6f6ba5634b507fa83845042","observation_id":"2dd42fd3-92bc-47a6-9408-103e427a0b9f","resolution":{"observed_at":"2026-08-11T05:50:48.054520Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1904.05576","last_updated":"2019-04-11T08:37:43Z","snapshot_observed_at":"2026-08-07T22:43:28.455639Z","submitted_at":"2019-04-11T08:37:43Z","title":"STC Antispoofing Systems for the ASVspoof2019 Challenge","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1904.05576","snapshot_observed_at":"2026-08-11T05:50:48.059897Z","title":"Stc antispoofing systems for the asvspoof2019 challenge,","venue":null,"work_id":null,"year":1904},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.059897Z"},"links":{"cited_paper":"/paper/1904.05576","citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:98d136f0ab8215bb56e1f5e817f56b378e8ba95411e1561760125275b891eaab","observation_id":"b2b084aa-1eb3-4a74-b6dc-972afbcbb4df","resolution":{"observed_at":"2026-08-11T05:50:48.059897Z","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":"2026-08-11T05:50:49.000717Z","title":"Compact time-domain represen- tation for logical access spoofed audio,","venue":null,"work_id":"712836a0-0bff-46e4-b876-39f1a48b5fce","year":2023},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.064946Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:90305e01b02a4e666a85c0c39917fb646df778beaa4d78e80f46f999df3f4b5e","observation_id":"ace1d5e7-bcd8-4307-a865-6da89dc1a8e3","resolution":{"observed_at":"2026-08-11T05:50:49.005846Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.069887Z","title":"Wav2Vec 2.0: A framework for self-supervised learning of speech representations,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.069887Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:14359cc338a2cd4daee6372b72dece00536dc302917f5693e96e9e7cf9bf566c","observation_id":"73757def-2f7e-4c95-ba61-459d0f8d4f7d","resolution":{"observed_at":"2026-08-11T05:50:48.069887Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.07414","last_updated":"2024-08-14T09:43:35Z","snapshot_observed_at":"2026-07-06T19:00:35.877802Z","submitted_at":"2024-08-14T09:43:35Z","title":"WavLM model ensemble for audio deepfake detection","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.07414","snapshot_observed_at":"2026-08-11T05:50:48.075055Z","title":"WavLM model ensemble for audio deepfake detection,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.075055Z"},"links":{"cited_paper":"/paper/2408.07414","citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:65c517805b46f99619fb418662b33b3f258fe933d2b7a374dd9c02d81630a709","observation_id":"a06af3b5-01ee-4519-b38a-76fab1a3aef5","resolution":{"observed_at":"2026-08-11T05:50:48.075055Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.09933","last_updated":"2024-08-19T12:12:29Z","snapshot_observed_at":"2026-07-06T19:02:37.923787Z","submitted_at":"2024-08-19T12:12:29Z","title":"SZU-AFS Antispoofing System for the ASVspoof 5 Challenge","version":1},"cited_work":{"arxiv_id":"2408.09933","doi":null,"metadata_source":"pith","pith_arxiv_id":"2408.09933","snapshot_observed_at":"2026-08-11T05:50:48.441181Z","title":"SZU-AFS Antispoofing System for the ASVspoof 5 Challenge","venue":"cs.SD","work_id":"36822a5d-b31c-4a61-8094-9a7bd8520e2b","year":2024},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.080602Z"},"links":{"cited_paper":"/paper/2408.09933","citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:ed82e2fe3cc8fdae757e9cd038a89e4d28a2b009a22af8b59f78d1bf11d73a12","observation_id":"db34a130-1867-48d5-bdc9-74d2c0713081","resolution":{"observed_at":"2026-08-11T05:50:48.446558Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.974213Z","title":"One-class learning towards synthetic voice spoofing detection,","venue":null,"work_id":"7950f866-e4cd-4664-949d-8ef9f9bbce0d","year":2021},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.086067Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:4cdf2d6b46c8454fd3197b30da98ec09b1e5c7d8d4757602b3fd782b62402720","observation_id":"e7aa6c25-b318-49f5-9292-2af8abb0bc81","resolution":{"observed_at":"2026-08-11T05:50:48.978961Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.091280Z","title":"Additive margin softmax for face verification,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.091280Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:8fd22505a98cadd3f9e371c84bd3074f66306b3d283433e35ef4036c81f3251a","observation_id":"900d27e2-c16e-47ec-9045-e2612ffd7a9f","resolution":{"observed_at":"2026-08-11T05:50:48.091280Z","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":"2026-08-11T05:50:48.947240Z","title":"Gender recognition from speech signal using CNN, KNN, SVM and RF,","venue":null,"work_id":"0f0418ad-ec64-4a75-ad90-ee0d03c1f3a6","year":2024},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.096394Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:7697c8abe247d209585c509c71fe6b7a00c336bc2170f0004295eb7cca163706","observation_id":"3d9bab8c-e372-4e29-af54-79199b8ff1e6","resolution":{"observed_at":"2026-08-11T05:50:48.952421Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.929977Z","title":"V oice-based gender recognition using neural network,","venue":null,"work_id":"f61dd105-134e-44a6-b871-5a54bde1a481","year":2020},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.101008Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:be44435eaf75a56390057592323fac2f703f4be9a01ea1b213c78891e30d5aa3","observation_id":"f864a8ec-cfbf-4487-8585-910ee8981c77","resolution":{"observed_at":"2026-08-11T05:50:48.935140Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.915504Z","title":"V oice based gender classification using machine learning,","venue":null,"work_id":"735fbfb2-428f-485e-a5f7-3994d1e256ee","year":2017},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.105947Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:974e86211660d34b8bb3f69153faf83e42dd0f835c522acd0e89c380ca1ec248","observation_id":"a735fc3c-9b73-488b-ae12-c3ff8ab3978d","resolution":{"observed_at":"2026-08-11T05:50:48.920314Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.899273Z","title":"Spoofing-robust speaker verification based on time-domain embedding,","venue":null,"work_id":"79adb975-7632-4480-8c27-57d47a879847","year":2025},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.111167Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:16b50077e7921ef5ffcca03d6b5d13dd08992be9ca470ad86a316fe9a37d4146","observation_id":"702bb489-abf6-4e13-bc7d-393c99ff1545","resolution":{"observed_at":"2026-08-11T05:50:48.904454Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.883502Z","title":"Effects of waveform pmf on anti-spoofing detection,","venue":null,"work_id":"d530c01e-5bf0-49ad-8ef1-ab2f34fa695f","year":2019},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.116421Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:819b31ac6227a1a4caed24fe5ffaf7816e416d875cc8b6af4ff7b05a3e09fa11","observation_id":"0450f6cd-fd4f-441d-9d04-249896cc3b89","resolution":{"observed_at":"2026-08-11T05:50:48.888333Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.868654Z","title":"Meaningful embeddings for ex- plainable countermeasures,","venue":null,"work_id":"43f6c99b-8f5e-4ffa-9c71-121843fd4330","year":2024},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.121495Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:c8fc0f8d0de936e4bac596056db1c5faff1833be664e5ce9871c8abd275de4af","observation_id":"65b733c2-1fd4-4cf6-b652-3e987ad7f42c","resolution":{"observed_at":"2026-08-11T05:50:48.873600Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.853818Z","title":"Speech database and protocol validation using waveform entropy","venue":null,"work_id":"3013f225-5bdf-418d-9969-e3c73eb0e0f0","year":2018},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.126631Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:d64c0aa8faa2103f54cb0eedb78faffab11967c35172dbe73cb7d22d47f41d67","observation_id":"3e6cfb50-fb0d-4fc4-ab85-81bd2e363a3b","resolution":{"observed_at":"2026-08-11T05:50:48.858828Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.839913Z","title":"The Quadratic-Chi Histogram Distance Family,","venue":null,"work_id":"479f0792-b967-456c-a14f-27b4841628cd","year":2010},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.131890Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:9e8ad25997c1c58a6de1ab6b33e1380a29a99def4f1cf3c2b44e60d8c43dacb5","observation_id":"f97b52ae-f26e-4eee-8eb1-f79167ca02c4","resolution":{"observed_at":"2026-08-11T05:50:48.844354Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.825206Z","title":"Template matching using fast normalized cross correlation,","venue":null,"work_id":"71fc4476-7d56-42eb-bea8-02ed5d6f4798","year":null},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.136943Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:63619ffaeb6246a2865a10e70a6e8046f2a3250e48e814e41ada827b1efe3499","observation_id":"8e8d3e83-02ce-42b2-bea4-db0bdff1cb98","resolution":{"observed_at":"2026-08-11T05:50:48.830246Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.795106Z","title":"Neue begr ¨undung der theorie quadratischer formen von unendlichvielen ver ¨anderlichen","venue":null,"work_id":"2f26506e-f450-48b6-9502-af643612fa25","year":1909},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.146799Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:31674c5ca20af26f20618012d2e992a4cf6540edb42eb5f5ee29c2eae9528174","observation_id":"467f64d4-2c5a-49d3-9955-16f369f2a964","resolution":{"observed_at":"2026-08-11T05:50:48.800048Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.779327Z","title":"XGBoost: extreme gradient boosting,","venue":null,"work_id":"7970de89-3194-4e6d-9a9c-3abececf2964","year":2015},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.151438Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:aa6491989f6d84842e100856b4e063ace7284c9e9b19d05fc9cf864e5218c31e","observation_id":"6c0f116c-a1f5-4af4-9456-1ca47b8a63d2","resolution":{"observed_at":"2026-08-11T05:50:48.784187Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1701.09175","last_updated":"2018-03-04T22:23:18Z","snapshot_observed_at":"2026-07-06T05:28:15.588242Z","submitted_at":"2017-01-31T18:41:07Z","title":"Skip Connections Eliminate Singularities","version":8},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1701.09175","snapshot_observed_at":"2026-08-11T05:50:48.156880Z","title":"Skip connections eliminate singularities,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.156880Z"},"links":{"cited_paper":"/paper/1701.09175","citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:6ad201b9a444397e99ff0752a2d4af08b752567a99c2981cb05ef6585132e79d","observation_id":"8d54a6a7-af6f-4be4-9a83-a3cf78900990","resolution":{"observed_at":"2026-08-11T05:50:48.156880Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2106.04624","last_updated":"2021-06-08T18:22:56Z","snapshot_observed_at":"2026-08-04T07:20:14.379561Z","submitted_at":"2021-06-08T18:22:56Z","title":"SpeechBrain: A General-Purpose Speech Toolkit","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2106.04624","snapshot_observed_at":"2026-08-11T05:50:48.162746Z","title":"SpeechBrain: A general- purpose speech toolkit,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.162746Z"},"links":{"cited_paper":"/paper/2106.04624","citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:1123d4e90da64de7b7885d01486df87b24c8bd035e166da639925703a8d7414d","observation_id":"c217bad4-be2e-4c59-baae-b944bb983943","resolution":{"observed_at":"2026-08-11T05:50:48.162746Z","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":"2026-08-11T05:50:48.763866Z","title":"ECAPA-TDNN: emphasized channel attention, propagation and aggregation in TDNN based speaker verification,","venue":null,"work_id":"5d6108f8-b7f3-4769-b38e-843902b9e52a","year":2020},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.167609Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:9f809016504392d3aa53cc4b6f2a383c2a11d4ad81fd063246ba82e0275d39b9","observation_id":"9b07e16b-7db2-4000-baf1-c18debb9e5fa","resolution":{"observed_at":"2026-08-11T05:50:48.768732Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.748400Z","title":"ASVspoof 2019: Automatic speaker verification spoofing and coun- termeasures challenge evaluation plan,","venue":null,"work_id":"b64252b8-0d42-4f3a-8150-e8fb007ff8b6","year":2019},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.172218Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:94e487177b996d670f644ffc7058dc9e3dbee27423d579456664f25f0b01e9de","observation_id":"d5d30dbf-5256-47c5-be3b-d9cdd8c0047c","resolution":{"observed_at":"2026-08-11T05:50:48.753414Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.733130Z","title":"t-EER: Parameter-free tandem evaluation of countermeasures and biometric comparators,","venue":null,"work_id":"092fa9ff-8b34-4e9f-8057-4e10ed1702bf","year":2023},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.177852Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:f910323be31aaca1085785add4cee554b9268ad149a939693e60bd24bf770f09","observation_id":"9e5a3453-074d-414a-9821-eeffacb6a1cb","resolution":{"observed_at":"2026-08-11T05:50:48.737775Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2104.00732","last_updated":"2021-04-01T19:10:48Z","snapshot_observed_at":"2026-08-04T16:01:32.089825Z","submitted_at":"2021-04-01T19:10:48Z","title":"Out of a hundred trials, how many errors does your speaker verifier make?","version":1},"cited_work":{"arxiv_id":"2104.00732","doi":null,"metadata_source":"pith","pith_arxiv_id":"2104.00732","snapshot_observed_at":"2026-08-11T05:50:48.381112Z","title":"Out of a hundred trials, how many errors does your speaker verifier make?","venue":"cs.SD","work_id":"88e9a9fd-13ce-4dfe-b9ba-2dc14f7a7500","year":2021},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.183854Z"},"links":{"cited_paper":"/paper/2104.00732","citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:466ce4625dd3b4f889bfa732673320d8f67081d6dcfb53924145bf16222d8a05","observation_id":"cbd47594-e68b-4d72-868f-1c4610ff39e0","resolution":{"observed_at":"2026-08-11T05:50:48.388214Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.717522Z","title":"Tandem assessment of spoofing countermeasures and automatic speaker verifi- cation: Fundamentals,","venue":null,"work_id":"eb6a4604-a207-490c-b0dc-d8f48a497f33","year":2020},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.191654Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:5b0c533fe386caefb2429d62e49fd1b7e595edc351eecf7b6fd4c5f70cd3b9b9","observation_id":"7c4cb0bd-3f4b-476b-8f9b-8ae9ade3b1f3","resolution":{"observed_at":"2026-08-11T05:50:48.722926Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.700653Z","title":"a-DCF: an architecture agnostic metric with application to spoofing-robust speaker verification,","venue":null,"work_id":"310d195d-397f-451e-9f1e-6f1bdfe4ffc3","year":2024},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.200085Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:9d812299fbb382f563f6b3d19ddf9f31b1520a5a4ecacf25c32353bed9c42d40","observation_id":"4f0a0ae6-6213-4007-b640-8a2936028dec","resolution":{"observed_at":"2026-08-11T05:50:48.706290Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.683539Z","title":"The NIST speaker recognition evaluation–overview, methodology, sys- tems, results, perspective,","venue":null,"work_id":"6aec9915-7094-41fb-9ac0-d9ad67e14e1a","year":2000},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.207349Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:c9559fc8ac5939ae056354de59fd02cbf28042d83988a98b666f84d7befaee0c","observation_id":"3f6d96b1-083c-4a90-899e-82950e64376b","resolution":{"observed_at":"2026-08-11T05:50:48.688798Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1804.09618","last_updated":"2019-04-11T16:32:25Z","snapshot_observed_at":"2026-07-06T06:35:26.341218Z","submitted_at":"2018-04-25T15:16:48Z","title":"t-DCF: a Detection Cost Function for the Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1804.09618","snapshot_observed_at":"2026-08-11T05:50:48.215225Z","title":"t-DCF: a detection cost function for the tandem assessment of spoofing countermeasures and automatic speaker verification,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.215225Z"},"links":{"cited_paper":"/paper/1804.09618","citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:5bb90640b3b4da0e988f5cea198eba7560bb68402ea8f840bd46c218a674141e","observation_id":"54780c3f-3dad-43f7-9090-bac8a15a54f8","resolution":{"observed_at":"2026-08-11T05:50:48.215225Z","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":"2026-08-11T05:50:48.668075Z","title":"ASVspoof 5 evaluation plan,","venue":null,"work_id":"107eb577-a1a7-49fb-b0d5-3ffe49c94cf9","year":2024},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.222559Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:00a820bbabd7f0f22e2c67a7cd34a76cf5a588b3fe366e2951a33a9f1837a158","observation_id":"d32ddd8f-8de2-4483-ba87-37bba1489390","resolution":{"observed_at":"2026-08-11T05:50:48.672933Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1811.12808","last_updated":"2020-11-11T00:59:17Z","snapshot_observed_at":"2026-07-06T07:18:14.810715Z","submitted_at":"2018-11-13T15:36:42Z","title":"Model Evaluation, Model Selection, and Algorithm Selection in Machine Learning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1811.12808","snapshot_observed_at":"2026-08-11T05:50:48.228344Z","title":"Model evaluation, model selection, and algorithm selection in machine learning,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.228344Z"},"links":{"cited_paper":"/paper/1811.12808","citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:ef69a5c4791e9bfc3b42b40e6c59b23b7035c9b4a29f9c2c5491110f861a8c12","observation_id":"3975c13f-0ac4-4d11-b9ad-debe4a445bd2","resolution":{"observed_at":"2026-08-11T05:50:48.228344Z","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":"2026-08-11T05:50:48.651439Z","title":"Confidence intervals for evaluation in machine learning","venue":null,"work_id":"20e40f03-577c-4b0f-9bbb-8402c9d7f326","year":null},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.235226Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:7e808e91c258f143049134c3b8c1e45d80c3ec7eafe5764ad369a9c63b2cd99c","observation_id":"07bf701e-8415-4fc5-8e68-3f2f36f6a5d8","resolution":{"observed_at":"2026-08-11T05:50:48.656484Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.633871Z","title":"Estimating the confidence interval of expected performance curve in biometric authentication using joint bootstrap,","venue":null,"work_id":"0f8e7664-a542-41ae-bbb5-4711bfcae20f","year":2007},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.240905Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:c48d253052feeb0f28d45c300625a1417d64c680b600a61d3956bdf5448f3298","observation_id":"7a05a465-191a-4d69-96b5-1d88699e727c","resolution":{"observed_at":"2026-08-11T05:50:48.639672Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.618029Z","title":"Benchmarking non-parametric statistical tests,","venue":null,"work_id":"9cb6ec52-f3eb-44c2-af33-1696b3b8c4b9","year":2005},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.246805Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:a8681e6c31677df88ebb8a3cc63d05e33eec0c54c84e710138fc710ff38c9ed6","observation_id":"88fea0d7-789c-414a-bb83-c0f3de10b4eb","resolution":{"observed_at":"2026-08-11T05:50:48.623216Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.251979Z","title":"Principal component analysis,","venue":null,"work_id":null,"year":2010},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.251979Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:c67d7aa47212957f49ae1e32f1ee830037d9396586c8188153edde856dcc0296","observation_id":"3ce1e8d3-b83d-4868-88b7-e7bb4ecf03a3","resolution":{"observed_at":"2026-08-11T05:50:48.251979Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1802.03426","last_updated":"2020-09-18T01:56:41Z","snapshot_observed_at":"2026-08-02T15:32:07.466568Z","submitted_at":"2018-02-09T19:39:33Z","title":"UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1802.03426","snapshot_observed_at":"2026-08-11T05:50:48.257278Z","title":"UMAP: Uniform manifold approximation and projection for dimension reduction,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.257278Z"},"links":{"cited_paper":"/paper/1802.03426","citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:b9d6f829d6f13fc82f72aa6132301ec873ec310d4de7bd6a494ad7c5c10fefbc","observation_id":"c43d3fc6-f368-4f80-93a1-72ac3509033d","resolution":{"observed_at":"2026-08-11T05:50:48.257278Z","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":"2026-08-11T05:50:48.590925Z","title":"Borderline over-sampling for imbalanced data classification,","venue":null,"work_id":"da220544-a830-4bef-a8e9-ff4753e15a56","year":2011},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.263784Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:d659aa369bad53b0243102ec883fa60070c810e5cbcaab469a0aec73bd06b980","observation_id":"25b0dc84-084b-4158-b686-4e7303a37e27","resolution":{"observed_at":"2026-08-11T05:50:48.596515Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.575456Z","title":"Towards theoretically understanding why SGD generalizes better than adam in deep learning,","venue":null,"work_id":"4658f632-1088-4405-8a2e-87820fad787d","year":2020},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.268403Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:37c25072ab5bdc9ea214dbf623742f462dd61b7e2729061cbf23528300bb3d06","observation_id":"5f45862b-2443-4b61-acc9-6422bedd014a","resolution":{"observed_at":"2026-08-11T05:50:48.580695Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.559742Z","title":"To what extent can asv systems naturally defend against spoofing attacks?","venue":null,"work_id":"374ce7fd-1afa-4247-b60e-7453c3d00e01","year":2024},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.273623Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:ae14720fb71fc220fe09633fbd8ed7c9a07ef7e93155d7d56cee3c593fbbb49a","observation_id":"23b160e5-4bf5-4778-bb47-cbca9948d5a8","resolution":{"observed_at":"2026-08-11T05:50:48.564790Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.543848Z","title":"Automatic speaker verification spoofing and countermeasures chal- lenge,","venue":null,"work_id":"65d20c1e-7386-4d0c-887c-afe74c380a7e","year":2024},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.281381Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:4947d86fde950948447a40fab3711e32036784fdd37e5079f77c9e560f8861ea","observation_id":"9bdab148-6b04-4514-af67-4e5c23a232f0","resolution":{"observed_at":"2026-08-11T05:50:48.548705Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.528256Z","title":"Deep residual learning for image recognition,","venue":null,"work_id":"3d42702b-8e88-4b6d-bfd4-d56fe73c355a","year":2016},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.287894Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:0f831ddd8d99fd7b7072785affe99a1f703e8808bd81302a2ee882b82bf2ee85","observation_id":"38c4d158-7c4d-4665-a1d2-1c48a13a986a","resolution":{"observed_at":"2026-08-11T05:50:48.532760Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+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":"2026-08-11T05:50:48.810488Z","title":null,"venue":null,"work_id":"4f047a30-7bba-4344-9c79-595d2725a527","year":2001},"citing_paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings","version":1},"reference_index":4387,"source":"pdf_text","source_observed_at":"2026-08-11T05:50:48.141864Z"},"links":{"citing_paper":"/paper/2412.17133"},"observation_digest":"sha256:0dc6e84d73d05cac723cb6d307c52b18831ba116d36a426b1bce4c9767c9f92b","observation_id":"ab9290d3-a5bd-417d-9ec2-f930f0e08c19","resolution":{"observed_at":"2026-08-11T05:50:48.815344Z","resolver_source":"raw_fallback","status":"parse_uncertain"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2412.17133","last_updated":"2024-12-22T18:41:53Z","latest_version":1,"primary_category":"eess.AS","snapshot_observed_at":"2026-08-11T05:43:42.304612Z","submitted_at":"2024-12-22T18:41:53Z","title":"Tandem spoofing-robust automatic speaker verification based on time-domain embeddings"},"reference_resolution":{"displayed":64,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":1,"unresolved":15,"verified_exact":3,"verified_fuzzy":45},"total_outbound_references":64},"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":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"thesis":"As of 11 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 2 inbound Pith citation observations for arXiv:2412.17133."}