{"as_of":"2026-08-05T07:54:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:20339841647f0c2b0167546211ace83cd02242a5595ecfcc3fb932e3f10028e6","coverage":[{"denominator":42,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":42,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-03T12:09:33.033445Z","state":"measured"},{"denominator":43,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":43,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-05T06:32:48.257954+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":"2026-05-20T02:08:44.066554Z","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":"2026-05-20T02:12:58.536982Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"cited_work":{"arxiv_id":"2601.04178","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2601.04178","snapshot_observed_at":"2026-06-09T02:06:10.316856Z","title":"Schmid, C","venue":null,"work_id":"3608012a-e3b0-4b4a-b202-f1518699a8ed","year":null},"citing_paper":{"arxiv_id":"2605.19632","last_updated":"2026-05-19T10:15:58Z","snapshot_observed_at":"2026-07-06T23:30:21.283826Z","submitted_at":"2026-05-19T10:15:58Z","title":"Executable Boundary Contracts for Sound Event Traces","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-05-20T02:08:44.066554Z"},"links":{"cited_paper":"/paper/2601.04178","citing_paper":"/paper/2605.19632"},"observation_digest":"sha256:d72352904e226b8758b7871c83455064fc796ee6ec280235d6611225cf41ffa0","observation_id":"f6ada1e1-059e-400c-af6e-c10432518b1b","resolution":{"observed_at":"2026-06-09T02:06:10.316856Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2601.04178/citation-record","integrity":"/paper/2601.04178/integrity","json":"/paper/2601.04178/citation-record.json","paper":"/paper/2601.04178"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-03T12:09:27.294065Z","title":"Monitoring activities of daily living in smart homes: Understanding human behavior,","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:27.294065Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:9af72154702cf7e6169949c20cbb7d32f4cd9e9be12d46576d45c757e6a139d3","observation_id":"5d953207-d75e-47c2-a9ae-161a9c886bb0","resolution":{"observed_at":"2026-08-03T12:09:27.294065Z","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":"2026-08-03T12:09:27.488144Z","title":"A method for automatic fall detection of elderly people using floor vibrations and sound - proof of concept on human mimicking doll falls,","venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:27.488144Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:1bc24dd0d1f95eb9757ec95a61edef0a1153de4924ee524c623610b10a42e619","observation_id":"ffa8ffeb-3034-486b-aed5-df372b48bf5f","resolution":{"observed_at":"2026-08-03T12:09:27.488144Z","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":"2026-08-03T12:09:27.603952Z","title":"Audio analysis for surveillance applications,","venue":null,"work_id":null,"year":2005},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:27.603952Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:a588cacd8691cb045003d6446761de50c8948c65046c2f8caf7a6176a4cc23a3","observation_id":"02097f63-7433-4368-8674-7fe1f3046771","resolution":{"observed_at":"2026-08-03T12:09:27.603952Z","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":"2026-08-03T12:09:27.786264Z","title":"Virtanen, M","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:27.786264Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:42057b87ec9942b7f5a9d778450646931b3b72ef2e31e297a80fc6c4ae357d3f","observation_id":"8bc69fa3-3658-4f7c-ba62-e0c6b0abc387","resolution":{"observed_at":"2026-08-03T12:09:27.786264Z","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":"2026-08-03T12:09:27.908082Z","title":"Sound event detection: A tutorial,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:27.908082Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:247b4a44ca5db856dafed5251dc449b83f6fc6344885fcd4b1ae96dbc5841af8","observation_id":"ba9561e0-53af-457b-98e7-9999a52feca9","resolution":{"observed_at":"2026-08-03T12:09:27.908082Z","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":"2026-08-03T12:09:28.042610Z","title":"Event-based modeling and processing of digital media,","venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:28.042610Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:08b481f74c1efa952943003776969a13148765bec5371b574077cb637f6d35f7","observation_id":"562cefcf-bb89-4b99-8176-75a67a89f93b","resolution":{"observed_at":"2026-08-03T12:09:28.042610Z","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":"2026-08-03T12:09:28.181631Z","title":"You only hear once: A yolo-like algorithm for audio segmentation and sound event detection,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:28.181631Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:250209132003c2fcb8e70d7bf37942b1b09d3eb49db82f44ce5189153ebb3eb8","observation_id":"7f41815d-125b-4264-872e-d69a6947d6d7","resolution":{"observed_at":"2026-08-03T12:09:28.181631Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2110.02011","last_updated":"2021-11-12T04:01:20Z","snapshot_observed_at":"2026-07-06T11:54:31.182477Z","submitted_at":"2021-10-05T12:56:23Z","title":"Sound Event Detection Transformer: An Event-based End-to-End Model for Sound Event Detection","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2110.02011","snapshot_observed_at":"2026-08-03T12:09:28.323609Z","title":"Sound event detection transformer: An event-based end-to-end model for sound event detection,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:28.323609Z"},"links":{"cited_paper":"/paper/2110.02011","citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:0da16425f335c50ab7cdf29a3720ecdf68c1a16700e06ade87fe7fc15a6b4dc7","observation_id":"4354c2be-f84e-4c7c-b36b-0e0791e25342","resolution":{"observed_at":"2026-08-03T12:09:28.323609Z","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":"2026-08-03T12:09:28.462934Z","title":"Diffsed: Sound event detection with denoising diffusion,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:28.462934Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:4df76dfa915a8af1de51a4ba3a4a60ced825a6f6b92a3ef0e8babd229e5f4089","observation_id":"8df0cc5b-379a-4a0f-b154-624004d1d126","resolution":{"observed_at":"2026-08-03T12:09:28.462934Z","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":"2026-08-03T12:09:28.600925Z","title":"Effective pre-training of audio transformers for sound event detection,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:28.600925Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:225e4ab08fc9d8cf01f5eca5448dfcae7403a36735c28533d317277f51c4c7f1","observation_id":"f48332bd-f62d-4791-90b6-6f7950135502","resolution":{"observed_at":"2026-08-03T12:09:28.600925Z","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":"2026-08-03T12:09:28.738876Z","title":"MAT-SED: A masked audio transformer with masked-reconstruction based pre-training for sound event detection,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:28.738876Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:d37aadf3f85253052aae21907fe0659a4f42d9a2f754a3db8ec71ce4087262cb","observation_id":"ed662362-4c5c-4a32-9ef6-7aba54d7cf09","resolution":{"observed_at":"2026-08-03T12:09:28.738876Z","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":"2026-08-03T12:09:28.930375Z","title":"Frequency dynamic convolution: Frequency-adaptive pattern recognition for sound event detection,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:28.930375Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:4e1bb6762a105d7c4e89ac226183d5796b27965224ee9d0e26509badba05a4c7","observation_id":"d6139d6e-35db-47ff-b897-41ae93d95b22","resolution":{"observed_at":"2026-08-03T12:09:28.930375Z","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":"2026-08-03T12:09:29.151885Z","title":"Multi- iteration multi-stage fine-tuning of transformers for sound event detection with heterogeneous datasets,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:29.151885Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:d253c62f9ebb1973b3f1d9dbdaf2856006287a591b466b481c13ecd602e61906","observation_id":"eccdd9b0-2213-4b81-9b3f-cdfd9120fd63","resolution":{"observed_at":"2026-08-03T12:09:29.151885Z","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":"2026-08-03T12:09:29.303024Z","title":"Audio event detection using weakly labeled data,","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:29.303024Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:cd905d86a6792aa0339869b7e86ca0683a3d41a2e85775bd4e5eb7df975fadcf","observation_id":"9af027fe-c8f8-4655-bd59-48e8d80fd855","resolution":{"observed_at":"2026-08-03T12:09:29.303024Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1804.09288","last_updated":"2018-04-24T23:04:35Z","snapshot_observed_at":"2026-08-03T17:25:17.923285Z","submitted_at":"2018-04-24T23:04:35Z","title":"A Closer Look at Weak Label Learning for Audio Events","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1804.09288","snapshot_observed_at":"2026-08-03T12:09:29.493965Z","title":"A closer look at weak label learning for audio events,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:29.493965Z"},"links":{"cited_paper":"/paper/1804.09288","citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:c318edb1a92819d22f80eacfd25fbb1eddb519bbf7f05b852ec98b3bed2a2999","observation_id":"661bac73-d112-4af4-9925-28872316b920","resolution":{"observed_at":"2026-08-03T12:09:29.493965Z","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":"2026-08-03T12:09:29.724684Z","title":"A comparison of five multiple instance learning pooling functions for sound event detection with weak labeling,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:29.724684Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:77ff84e06ade6f115a3a30d6a8e205af2dc975e55cfcbbb84b901c2fc5ff2659","observation_id":"56977a4b-ace5-4b47-a01f-adc4926d43cb","resolution":{"observed_at":"2026-08-03T12:09:29.724684Z","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":"2026-08-03T12:09:29.859356Z","title":"Convolutional recurrent neural networks for polyphonic sound event detection,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:29.859356Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:c9aba50c55443e8be1d2a834ba36ce285f144dc762a7698d6a1883ef92252e1e","observation_id":"eabc4b70-4b40-4517-9632-9d7ca3094f19","resolution":{"observed_at":"2026-08-03T12:09:29.859356Z","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":"2026-08-03T12:09:29.992470Z","title":"Large-scale weakly supervised audio classification using gated convolutional neural network,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:29.992470Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:189c4f394a15665340cdd444f4b7dc465ed09c1edd38ad2a16ce7e552b1adbfc","observation_id":"aadda794-01ec-478e-aafa-673a63838ece","resolution":{"observed_at":"2026-08-03T12:09:29.992470Z","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":"2026-08-03T12:09:30.182625Z","title":"Sound event detection via dilated convolutional recurrent neural networks,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:30.182625Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:02dd3c50f38840fb319a83c9d3c9c0d6a122b79769ce7ab00597261579da455f","observation_id":"abe3deb5-31c4-43b4-890a-e0f8e149c78c","resolution":{"observed_at":"2026-08-03T12:09:30.182625Z","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":"2026-08-03T12:09:30.318901Z","title":"Fine-tune the pretrained ATST model for sound event detection,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:30.318901Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:5ceb563a405382c8d2d81106e1cd1b33c3c1439e0403599aafa4b1b4522c4a99","observation_id":"88e18496-cf76-457c-bf4a-a6dfa17a98b4","resolution":{"observed_at":"2026-08-03T12:09:30.318901Z","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":"2026-08-03T12:09:30.461098Z","title":"Sound event detection in domestic environments with weakly labeled data and soundscape synthesis,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:30.461098Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:e167a4f4e30d8157e283b80653092c36edd215f5da5924bd9e3ad054d589fab8","observation_id":"86b8cad8-2b74-4107-93b6-f7bcb5d1e22f","resolution":{"observed_at":"2026-08-03T12:09:30.461098Z","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":"2026-08-03T12:09:30.630695Z","title":"Sound event bounding boxes,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:30.630695Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:2a770d39bbbd5d016891a462382022bb9b92e566a0d48c86d1c96da4d601538a","observation_id":"1a606b77-da30-4405-b0f8-a36ec8aae091","resolution":{"observed_at":"2026-08-03T12:09:30.630695Z","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":"2026-08-03T12:09:30.778573Z","title":"Onset- and-offset-aware sound event detection via differentiable frame-to-event mapping,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:30.778573Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:1c16716482dabac7132674605af0654aac7ae0b270b093c14990cf8eaa3f952f","observation_id":"cc038f99-7c1b-4357-8da1-aaefd6da1f37","resolution":{"observed_at":"2026-08-03T12:09:30.778573Z","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":"2026-08-03T12:09:30.914672Z","title":"Rich feature hierarchies for accurate object detection and semantic segmentation,","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:30.914672Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:510f713ad28d1966d0fc3d7a09895d301bf6bd7145fcfdd0cf23f6806b36816f","observation_id":"a475def8-af4e-438d-92a4-aecbec85b173","resolution":{"observed_at":"2026-08-03T12:09:30.914672Z","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":"2026-08-03T12:09:31.069878Z","title":"Fast R-CNN,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:31.069878Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:603195d2b7b8a9f2a920cb5817fc3867a83f79d7bc2e3f5f5bf0eb2d0a4237b2","observation_id":"c4ade298-cd03-4d55-9525-c516875892af","resolution":{"observed_at":"2026-08-03T12:09:31.069878Z","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":"2026-08-03T12:09:31.221159Z","title":"Faster R-CNN: towards real-time object detection with region proposal networks,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:31.221159Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:66d3380198445e5d937011de85af83f22c83b49ba6d3525f0ff5416554155980","observation_id":"99845ae2-229d-4202-b4aa-ddda01181905","resolution":{"observed_at":"2026-08-03T12:09:31.221159Z","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":"2026-08-03T12:09:31.380388Z","title":"The hungarian method for the assignment problem,","venue":null,"work_id":null,"year":1958},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:31.380388Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:9c9dd9c084606ae32d03bd234d4e1bbfed4e0340ad7277fe4898bb536f41177b","observation_id":"51965518-f58f-4718-8e63-ba8a8f7e9c94","resolution":{"observed_at":"2026-08-03T12:09:31.380388Z","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":"2026-08-03T12:09:31.545448Z","title":"The benefit of temporally-strong labels in audio event classification,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:31.545448Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:189b51ccfc4cc8c2a50142bbe2aaba641463156473945e667873e907bc90e974","observation_id":"ac480485-911f-4599-87ec-84e4459a76f7","resolution":{"observed_at":"2026-08-03T12:09:31.545448Z","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":"2026-08-03T12:09:31.700520Z","title":"A framework for the robust evaluation of sound event detection,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:31.700520Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:138a71879d103b7313594a5b163e25eca4a39d798e7a8b398ab27f4f8cb0cae0","observation_id":"7242ca51-6f1d-42ba-ba9b-820f3b901132","resolution":{"observed_at":"2026-08-03T12:09:31.700520Z","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":"2026-08-03T12:09:31.868624Z","title":"Threshold independent evaluation of sound event detection scores,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:31.868624Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:d470d2dba10d40c7dbfd734c2cbe77ff50bfab15c85e9cf0f9d1da3fcdd4130d","observation_id":"ec4cabd8-2ec2-4b0b-bf75-ebd70e6e4cda","resolution":{"observed_at":"2026-08-03T12:09:31.868624Z","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":"2026-08-03T12:09:32.028092Z","title":"Sound event detection,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:32.028092Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:4fe57c35a092805a7de47a7e2e83e56afaf102988d1377464ee2a5993dbf17f4","observation_id":"ed44aaae-e765-41cc-bd34-81a9d35cfcf2","resolution":{"observed_at":"2026-08-03T12:09:32.028092Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2311.06281","last_updated":"2023-12-27T12:50:55Z","snapshot_observed_at":"2026-07-06T16:45:51.193825Z","submitted_at":"2023-10-27T21:58:55Z","title":"Efficient Parallelization of a Ubiquitous Sequential Computation","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.06281","snapshot_observed_at":"2026-08-03T12:09:32.197916Z","title":"Efficient parallelization of an ubiquitous sequential computation,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:32.197916Z"},"links":{"cited_paper":"/paper/2311.06281","citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:5580d7414a120f9e6682a134eb2fbb095ea72b809fbd685544ab308939822a2c","observation_id":"604bf770-86dc-48ff-b413-7caa0d0d7ea4","resolution":{"observed_at":"2026-08-03T12:09:32.197916Z","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":"2026-08-03T12:09:32.287311Z","title":"Focal loss for dense object detection,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:32.287311Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:4db40f10365551bfd911b8b5005eeac0d68ac79cf277c76edacd4065f1dac6f8","observation_id":"255873f7-bb23-478f-b932-57ddfde9bfbc","resolution":{"observed_at":"2026-08-03T12:09:32.287311Z","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":"2026-08-03T12:09:32.372141Z","title":"Dcase 2024 task 4: Sound event detection with heterogeneous data and missing labels,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:32.372141Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:c40b0ca971eedb40f0ceb2398ea32d5a780edaeb2e1b455ba11b23ce0235e3dc","observation_id":"40bbfdad-546a-4887-9344-1c96c653d1c1","resolution":{"observed_at":"2026-08-03T12:09:32.372141Z","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":"2026-08-03T12:09:32.480094Z","title":"Self-supervised audio teacher-student transformer for both clip-level and frame-level tasks,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:32.480094Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:d6d414322449f54fe0d0e2c13f88e5bd4286e3af6b6cf3177088ba73f071617c","observation_id":"98eea0cd-abbd-4c23-b3a4-c76f2b0d2f09","resolution":{"observed_at":"2026-08-03T12:09:32.480094Z","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":"2026-08-03T12:09:32.538724Z","title":"Beats: Audio pre-training with acoustic tokenizers,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:32.538724Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:d2932dd5ed92ca0ce96be3f1fa87e3b6d07014738e9fff807ceed7b7022270ac","observation_id":"043d8a23-f3d9-40cf-8fc0-105d9ea25972","resolution":{"observed_at":"2026-08-03T12:09:32.538724Z","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":"2026-08-03T12:09:32.615052Z","title":"Ex- ploring performance-complexity trade-offs in sound event detection,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:32.615052Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:739c5edfecd0c1535b7c66fc8b4cda63c7bb535198192d60de10a8187508e764","observation_id":"ea998eb3-724a-4327-9bdb-48adbe8a248c","resolution":{"observed_at":"2026-08-03T12:09:32.615052Z","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":"2026-08-03T12:09:32.704178Z","title":"Audio set: An ontology and human-labeled dataset for audio events,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:32.704178Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:e98132ff563de4cbb537fca8386a2b34cf9662e8b015200126950c82320861c3","observation_id":"79d617a2-2583-4aca-b096-f056ed030d41","resolution":{"observed_at":"2026-08-03T12:09:32.704178Z","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":"2026-08-03T12:09:32.784510Z","title":"Decoupled weight decay regularization,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:32.784510Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:1c79bc66a785b2413117ba3516847ec9a7257ebdca791f797110cdec38d3cc91","observation_id":"69d69557-b1c3-4c2e-a403-a84f96c854e3","resolution":{"observed_at":"2026-08-03T12:09:32.784510Z","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":"2026-08-03T12:09:32.872673Z","title":"Domain generalization with relaxed instance frequency-wise normalization for multi-device acoustic scene classification,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:32.872673Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:006f4958aa211ac028abd7b74107651a83d2364d2945e077119df4ec3fe3c6de","observation_id":"89d69113-4721-4995-bcae-48cc02309b4f","resolution":{"observed_at":"2026-08-03T12:09:32.872673Z","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":"2026-08-03T12:09:32.943752Z","title":"Knowledge distil- lation from transformers for low-complexity acoustic scene classification,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:32.943752Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:3597557f4f87c0de1df55d4c6216ba9defc089820622418339d598609f5b41d1","observation_id":"2bb53014-594a-4f50-b46a-450373e46405","resolution":{"observed_at":"2026-08-03T12:09:32.943752Z","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":"2026-08-03T12:09:33.033445Z","title":"Filteraugment: An acoustic environmental data augmentation method,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference","version":2},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-03T12:09:33.033445Z"},"links":{"citing_paper":"/paper/2601.04178"},"observation_digest":"sha256:5b0712a4678bc16f372a8185a33ddce031f476aa600d98ee15caf579fbc56430","observation_id":"40fcfaaf-2183-4e72-bc5b-45017df11f61","resolution":{"observed_at":"2026-08-03T12:09:33.033445Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2601.04178","last_updated":"2026-06-06T11:02:56Z","latest_version":2,"primary_category":"eess.AS","snapshot_observed_at":"2026-08-03T12:09:26.654765Z","submitted_at":"2026-01-07T18:45:29Z","title":"Sound Event Detection with Boundary-Aware Optimization and Inference"},"reference_resolution":{"displayed":42,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":42,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":42},"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":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"thesis":"As of 5 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2601.04178."}