{"as_of":"2026-08-09T10:51:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:b65d11016ddfd3f79a69c988164dc9ee0fc56ab08d165d780ba38cbd71d5f3f5","coverage":[{"denominator":33,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":33,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-08T21:59:05.555120Z","state":"measured"},{"denominator":33,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":33,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2502.04669/citation-record","integrity":"/paper/2502.04669/integrity","json":"/paper/2502.04669/citation-record.json","paper":"/paper/2502.04669"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T21:59:06.018502Z","title":"Machine learning for human emotion recognition: a comprehensive review,","venue":null,"work_id":"856227c6-a61f-4416-bfa8-2d64a9bda2d3","year":2024},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.407404Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:96eeeed1ad1319d169700d17d2a2f79903d337f7c2b3d68a92c6663d5d437962","observation_id":"d7c79c80-75f9-477b-b944-eca9a1cdda3f","resolution":{"observed_at":"2026-08-08T21:59:06.023162Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T21:59:05.412365Z","title":"Deep unsupervised learning using nonequilibrium thermodynamics,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.412365Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:ac1de0a1ad4f435b720093eee8b03a7fcfede47698c63406a559dca2bed99091","observation_id":"dc0bfa82-df25-45d8-96ec-3ac0c91c525b","resolution":{"observed_at":"2026-08-08T21:59:05.412365Z","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":"2026-08-08T21:59:05.416909Z","title":"Visual instruction tuning,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.416909Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:d922fc69861f2b295c40643022935f86ef16bf9cbd23e290e9399d93f33d70e0","observation_id":"753d94d0-36cf-4b80-81fe-b17ba61844c5","resolution":{"observed_at":"2026-08-08T21:59:05.416909Z","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":"2026-08-08T21:59:05.421370Z","title":"Diffusion models in vision: A survey,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.421370Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:ab60ef297c81054836a2c6802d49d7fea463d897a9cc8e98a45c27055b9738d8","observation_id":"e8875587-29c1-4acf-a939-0d43624724db","resolution":{"observed_at":"2026-08-08T21:59:05.421370Z","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":"2026-08-08T21:59:05.425838Z","title":"Diffusion models: A comprehensive survey of methods and applications,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.425838Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:455898feb60b92e72f877c7edb8ed54c5e208f8f02b32cd62a9429f0b7c9225d","observation_id":"daf21ee6-49ab-4521-9b1e-70c7c94a3bae","resolution":{"observed_at":"2026-08-08T21:59:05.425838Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2404.04841","last_updated":"2024-04-07T07:27:03Z","snapshot_observed_at":"2026-07-06T17:56:40.208379Z","submitted_at":"2024-04-07T07:27:03Z","title":"Unveiling Decentralization: A Comprehensive Review of Technologies, Comparison, Challenges in Bitcoin, Ethereum, and Solana Blockchain","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.04841","snapshot_observed_at":"2026-08-08T21:59:05.430293Z","title":"Unveiling decentraliza- tion: A comprehensive review of technologies, comparison, chal- lenges in bitcoin, ethereum, and solana blockchain,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.430293Z"},"links":{"cited_paper":"/paper/2404.04841","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:7ba32bd250a151c21c9842625c890f3f577af54e9e41a2f813441dcb4b02c052","observation_id":"5b69cf33-05b5-4d58-8173-a2f2fa5adfd6","resolution":{"observed_at":"2026-08-08T21:59:05.430293Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.13855","last_updated":"2024-06-19T21:30:16Z","snapshot_observed_at":"2026-07-06T18:33:54.443005Z","submitted_at":"2024-06-19T21:30:16Z","title":"Advancing Blockchain Scalability: An Introduction to Layer 1 and Layer 2 Solutions","version":1},"cited_work":{"arxiv_id":"2406.13855","doi":null,"metadata_source":"pith","pith_arxiv_id":"2406.13855","snapshot_observed_at":"2026-08-08T21:59:05.756905Z","title":"Advancing Blockchain Scalability: An Introduction to Layer 1 and Layer 2 Solutions","venue":"cs.CR","work_id":"12459f53-eac6-405b-ac18-078c09bfd20c","year":2024},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.435580Z"},"links":{"cited_paper":"/paper/2406.13855","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:ab58cc6b58393a4fd7f3ad900bb47a017b64111422cab1ac31872393c58b4249","observation_id":"7d65084f-f4db-4806-9927-9e2c2430e05f","resolution":{"observed_at":"2026-08-08T21:59:05.761757Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T21:59:05.966633Z","title":"simple diffusion: End-to- end diffusion for high resolution images,","venue":null,"work_id":"6cd28678-932e-45f4-90fd-724af1de2824","year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.440251Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:8024694ff090ea6d996930bb216831f7a124e67976868d4483a649e78bc10191","observation_id":"53081132-dfe1-4809-b4e1-4e44ed51e7ee","resolution":{"observed_at":"2026-08-08T21:59:05.971244Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T21:59:05.444492Z","title":"Adding conditional control to text-to-image diffusion models,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.444492Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:5d601d4d86f24c1eaa2ee2bbacfac369d32e19edc367b00a2b2d4b054c168202","observation_id":"b6cbcabd-cc5e-400c-afbe-e1f9b4ec9695","resolution":{"observed_at":"2026-08-08T21:59:05.444492Z","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":"2026-08-08T21:59:05.936610Z","title":"Zero- shot image-to-image translation,","venue":null,"work_id":"5d912a30-6e5e-42eb-9419-7973e310d626","year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.448696Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:5cd91e2c99ebfbf687978bc8898c3a6f7568dd4bbed14066981a5f23a51564ef","observation_id":"01b26628-7c66-43dd-b7a9-16705b141742","resolution":{"observed_at":"2026-08-08T21:59:05.941627Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2301.00704","last_updated":"2023-01-02T14:43:38Z","snapshot_observed_at":"2026-08-03T00:33:47.397969Z","submitted_at":"2023-01-02T14:43:38Z","title":"Muse: Text-To-Image Generation via Masked Generative Transformers","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2301.00704","snapshot_observed_at":"2026-08-08T21:59:05.452842Z","title":"Muse: Text-to- image generation via masked generative transformers,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.452842Z"},"links":{"cited_paper":"/paper/2301.00704","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:4183856535335dbc002b3def58b7e3b9954498b98fb7da2a0c16698d837f652b","observation_id":"b86abbaa-4d4c-4d29-acc8-624c0b490d9d","resolution":{"observed_at":"2026-08-08T21:59:05.452842Z","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":"2026-08-08T21:59:05.457210Z","title":"Photorealistic text-to-image diffusion models with deep language understanding,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.457210Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:23f9c2e87b80ddc8d81c1ea0b9f421ae1646cfd253f2e3a572325bf3ae24494e","observation_id":"db1302a0-376e-428e-a80b-2a44b770c9b2","resolution":{"observed_at":"2026-08-08T21:59:05.457210Z","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":"2026-08-08T21:59:05.912819Z","title":"Segment everything everywhere all at once,","venue":null,"work_id":"f418db7f-a8cc-41d5-a605-c424a46ef39c","year":2024},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.461662Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:fdce772015074f9601de85e98a3bf627566112946a6d3cb0dbc98ef048c30a25","observation_id":"ee9d71f1-f0f1-43ed-8f31-6ac4954f4b0c","resolution":{"observed_at":"2026-08-08T21:59:05.917374Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T21:59:05.897411Z","title":"Text2video-zero: Text-to-image diffusion models are zero-shot video generators,","venue":null,"work_id":"fbc71334-1fe2-456b-9985-ae2d24e0a1c8","year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.465989Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:fe328ca6571ba88336459b018193c8765b00af01921bc979495fc42971e78812","observation_id":"443bc0df-9163-43ed-bbd0-0d44da2c0522","resolution":{"observed_at":"2026-08-08T21:59:05.902087Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T21:59:05.883061Z","title":"Emergent correspondence from image diffusion,","venue":null,"work_id":"476f2101-bdd6-4e0c-92e7-504c2ab15f8d","year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.470222Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:fc9343ef9d62515a515c8bb1424b315e94c3cb50c19493b52804c34639faecc1","observation_id":"ef0b735a-0d91-448b-9a7f-18e1389647f8","resolution":{"observed_at":"2026-08-08T21:59:05.887758Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T21:59:05.475435Z","title":"Denoising diffusion probabilistic models,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.475435Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:760852c7feda07ca21dc310cf8a68fe502c042243cb01c2bdec4c942b3c80974","observation_id":"bd2fd91b-8222-48fe-9a05-ca08acf7b07e","resolution":{"observed_at":"2026-08-08T21:59:05.475435Z","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":"2026-08-08T21:59:05.480688Z","title":"Attend-and- excite: Attention-based semantic guidance for text-to-image diffusion models,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.480688Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:0a9c58a5f0ad624767236faf57489e394d8f26a0f03915894fd374ba669f66af","observation_id":"85090e7a-2e8d-404d-8def-a2c9d2b4e6e4","resolution":{"observed_at":"2026-08-08T21:59:05.480688Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2301.10972","last_updated":"2023-05-21T07:07:55Z","snapshot_observed_at":"2026-08-08T02:32:31.177380Z","submitted_at":"2023-01-26T07:37:22Z","title":"On the Importance of Noise Scheduling for Diffusion Models","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2301.10972","snapshot_observed_at":"2026-08-08T21:59:05.485246Z","title":"On the importance of noise scheduling for diffusion models,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.485246Z"},"links":{"cited_paper":"/paper/2301.10972","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:9914f2e2323c027ff0c7357ca2b818e1034fc987722215aa76058498de84f34a","observation_id":"6f960809-978e-4af1-8aa3-233748898f98","resolution":{"observed_at":"2026-08-08T21:59:05.485246Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.04671","last_updated":"2023-03-08T15:50:02Z","snapshot_observed_at":"2026-07-06T15:00:13.368355Z","submitted_at":"2023-03-08T15:50:02Z","title":"Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.04671","snapshot_observed_at":"2026-08-08T21:59:05.490535Z","title":"Visual chatgpt: Talking, drawing and editing with visual foundation models,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.490535Z"},"links":{"cited_paper":"/paper/2303.04671","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:9807fba5d45df362c89d9fa7d4209cdd78eb56451acb363e45be7c5f47705a1a","observation_id":"58ac6644-efd4-499c-aef1-86bf8eaf0800","resolution":{"observed_at":"2026-08-08T21:59:05.490535Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2207.12598","last_updated":"2022-07-26T01:42:07Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2022-07-26T01:42:07Z","title":"Classifier-Free Diffusion Guidance","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2207.12598","snapshot_observed_at":"2026-08-08T21:59:05.495552Z","title":"Classifier-free diffusion guidance,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.495552Z"},"links":{"cited_paper":"/paper/2207.12598","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:e74189d0fcae27afc90e70add855514a407bc35a52a452d11bda07cea13e0bf2","observation_id":"6a1b145a-65e2-4f4b-a97d-2b0a87ca3d6e","resolution":{"observed_at":"2026-08-08T21:59:05.495552Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2404.14507","last_updated":"2024-04-22T18:18:41Z","snapshot_observed_at":"2026-07-06T18:04:00.217896Z","submitted_at":"2024-04-22T18:18:41Z","title":"Align Your Steps: Optimizing Sampling Schedules in Diffusion Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.14507","snapshot_observed_at":"2026-08-08T21:59:05.500150Z","title":"Align your steps: Optimizing sam- pling schedules in diffusion models,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.500150Z"},"links":{"cited_paper":"/paper/2404.14507","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:176e75340ee047a0d81d779af74353e551f6fca6ee07729ec7a4fe045501ea59","observation_id":"7027bdd9-f260-4a2b-a176-3531bf6e6c7c","resolution":{"observed_at":"2026-08-08T21:59:05.500150Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2009.00713","last_updated":"2020-10-09T15:21:58Z","snapshot_observed_at":"2026-08-08T00:55:05.346719Z","submitted_at":"2020-09-02T17:44:10Z","title":"WaveGrad: Estimating Gradients for Waveform Generation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2009.00713","snapshot_observed_at":"2026-08-08T21:59:05.504885Z","title":"Wavegrad: Estimating gradients for waveform generation,","venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.504885Z"},"links":{"cited_paper":"/paper/2009.00713","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:beee592b9112eb5272291010842094e904d306b6084d2a1f3c70c07b3f08a140","observation_id":"66ba91c6-9e3b-43f1-8cd1-b6becb4e343f","resolution":{"observed_at":"2026-08-08T21:59:05.504885Z","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":"2026-08-08T21:59:05.509326Z","title":"Improved denoising diffusion probabilis- tic models,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.509326Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:ab7c5e8dd69dedcfaa20b1d2bc0cb763c892fd3b09fd539e03dce045363401f9","observation_id":"3b768e7c-6a39-49c7-aa1a-cca8cbc54646","resolution":{"observed_at":"2026-08-08T21:59:05.509326Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2212.11972","last_updated":"2023-06-14T03:32:57Z","snapshot_observed_at":"2026-08-08T04:43:37.639933Z","submitted_at":"2022-12-22T18:55:45Z","title":"Scalable Adaptive Computation for Iterative Generation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2212.11972","snapshot_observed_at":"2026-08-08T21:59:05.513728Z","title":"Scalable adaptive computation for iterative generation,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.513728Z"},"links":{"cited_paper":"/paper/2212.11972","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:20103e8c30dc8af52fe019b97b9b9c705d916b79cc4eae372f168cecf89dcc5d","observation_id":"06517a9c-d657-4160-a3c4-0f2489e6a117","resolution":{"observed_at":"2026-08-08T21:59:05.513728Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.03297","last_updated":"2024-11-27T15:10:12Z","snapshot_observed_at":"2026-07-06T18:41:05.854246Z","submitted_at":"2024-07-03T17:34:55Z","title":"Improved Noise Schedule for Diffusion Training","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.03297","snapshot_observed_at":"2026-08-08T21:59:05.518217Z","title":"Improved noise schedule for diffusion training,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.518217Z"},"links":{"cited_paper":"/paper/2407.03297","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:f4ef39bdbd06e5a0391a945aef3007ddf7e995dfba2754fa5ba7c582713e9ba0","observation_id":"33904bc2-bf3f-4f4c-81ef-8c131b4e3263","resolution":{"observed_at":"2026-08-08T21:59:05.518217Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.18756","last_updated":"2024-10-28T06:26:54Z","snapshot_observed_at":"2026-07-06T19:39:06.300432Z","submitted_at":"2024-10-24T14:07:02Z","title":"Schedule Your Edit: A Simple yet Effective Diffusion Noise Schedule for Image Editing","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.18756","snapshot_observed_at":"2026-08-08T21:59:05.522787Z","title":"Schedule your edit: A simple yet effective diffu- sion noise schedule for image editing,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.522787Z"},"links":{"cited_paper":"/paper/2410.18756","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:56d09ba449d92474c25f213dc384ef3e03f79e3fa96cff117ad5b1be4c3485e6","observation_id":"100f1f74-a926-41de-b9ef-c7fdbabc4907","resolution":{"observed_at":"2026-08-08T21:59:05.522787Z","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":"2026-08-08T21:59:05.840370Z","title":"Variational diffusion models,","venue":null,"work_id":"fb739447-b16a-4774-990b-738ec1594a87","year":2021},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.528008Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:340db0aa3a186f0339baac14b9f937b43a8807f8f24c27be96d3b2e3bbdfae6f","observation_id":"dc761699-32b1-4b8b-9cc2-68144d3d198f","resolution":{"observed_at":"2026-08-08T21:59:05.845156Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2312.13236","last_updated":"2024-11-10T20:02:06Z","snapshot_observed_at":"2026-08-06T11:17:29.776329Z","submitted_at":"2023-12-20T18:00:16Z","title":"Diffusion Models With Learned Adaptive Noise","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.13236","snapshot_observed_at":"2026-08-08T21:59:05.532371Z","title":"Diffusion models with learned adaptive noise,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.532371Z"},"links":{"cited_paper":"/paper/2312.13236","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:3c96050a685a116768e0f678f21b232591ac7bf646d2e747c7b4d50bb7199707","observation_id":"4ea18916-99c2-4eae-8867-e74025e7ebe8","resolution":{"observed_at":"2026-08-08T21:59:05.532371Z","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":"2026-08-08T21:59:05.824442Z","title":"Bundledslam: An accurate visual slam system using multiple cameras,","venue":null,"work_id":"52511fc8-d493-4d52-9d67-9f236d4ea960","year":2024},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.537154Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:34ce38ee3eb2a42666d3935fba138e39bfe0a686ce7c0b45228b488579871a2d","observation_id":"abeec1e7-4490-4f4f-a991-72725c8e2dd4","resolution":{"observed_at":"2026-08-08T21:59:05.829990Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T21:59:05.810145Z","title":"Advancements in translation accuracy for stereo visual-inertial initialization,","venue":null,"work_id":"7a9b1696-0f17-4957-b528-779abf044449","year":2024},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.541607Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:970465bea50c2e8876e9e385f3a1c15ef30a4d705be58914b6901f3a18424fa3","observation_id":"d6075eeb-923e-4a6c-b251-ee1ab3f60b7c","resolution":{"observed_at":"2026-08-08T21:59:05.814818Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2408.05635","last_updated":"2024-08-21T05:24:19Z","snapshot_observed_at":"2026-08-03T13:00:26.271111Z","submitted_at":"2024-08-10T21:23:08Z","title":"Visual SLAM with 3D Gaussian Primitives and Depth Priors Enabling Novel View Synthesis","version":2},"cited_work":{"arxiv_id":"2408.05635","doi":null,"metadata_source":"pith","pith_arxiv_id":"2408.05635","snapshot_observed_at":"2026-08-08T21:59:05.591510Z","title":"Visual SLAM with 3D Gaussian Primitives and Depth Priors Enabling Novel View Synthesis","venue":"cs.CV","work_id":"743d02e8-7fb8-460a-b059-395a1eb2403b","year":2024},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.546023Z"},"links":{"cited_paper":"/paper/2408.05635","citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:79558c5fdd0262bce17117a040246619313ac7a0d67133da7e0eb85edca2516e","observation_id":"0bda4b56-f120-4f01-a83e-d4d72f3d9fcc","resolution":{"observed_at":"2026-08-08T21:59:05.598411Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T21:59:05.795118Z","title":"A generalist framework for panoptic segmentation of images and videos,","venue":null,"work_id":"8b0623d9-b9d2-454e-ae53-fad8538ce7ac","year":2023},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.550642Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:534136d20f238c17c436da1775807b8f62f8edfed44ac575eddd6a726ff02540","observation_id":"80c2629d-e65d-46d5-b1af-ceeb017a737f","resolution":{"observed_at":"2026-08-08T21:59:05.799872Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T21:59:05.555120Z","title":"Elucidating the design space of diffusion-based generative models,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-08T21:59:05.555120Z"},"links":{"citing_paper":"/paper/2502.04669"},"observation_digest":"sha256:fbb47fade68eda18dbe6b8e8ad0098cc7bae9df84ed738922ec43881b2506bb2","observation_id":"200cd8cb-2f45-4535-b9b3-747eb7686319","resolution":{"observed_at":"2026-08-08T21:59:05.555120Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2502.04669","last_updated":"2025-02-07T05:26:29Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-09T09:34:16.060007Z","submitted_at":"2025-02-07T05:26:29Z","title":"A Comprehensive Review on Noise Control of Diffusion Model"},"reference_resolution":{"displayed":33,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":21,"verified_exact":2,"verified_fuzzy":10},"total_outbound_references":33},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 9 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2502.04669."}