{"as_of":"2026-08-20T10:33:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:53089fabba2c735f62df4e992d73217fc614387f8c2baa4b3a535f2eaf318144","coverage":[{"denominator":19,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":19,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-15T23:55:23.498874Z","state":"measured"},{"denominator":21,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":21,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-20T06:33:59.587034+00:00","state":"measured"},{"denominator":2,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":2,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-04T15:58:13.879175Z","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":"2026-05-14T17:52:33.195510Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.03983","snapshot_observed_at":"2026-08-04T15:58:13.879175Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2509.18085","last_updated":"2026-06-11T00:26:51Z","snapshot_observed_at":"2026-08-13T05:15:01.921580Z","submitted_at":"2025-09-22T17:58:21Z","title":"Structuring The Future: Diffusion LLM Speculative Decoding via Calibrated Draft Graphs","version":4},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-04T15:58:13.879175Z"},"links":{"cited_paper":"/paper/2505.03983","citing_paper":"/paper/2509.18085"},"observation_digest":"sha256:b3257999d7852ca778a46adc549ae69bf7bf6d40e4344ecfaeac5a3e9400889c","observation_id":"a143b8aa-a4b8-4d9b-a0a8-04e0e7af1227","resolution":{"observed_at":"2026-08-04T15:58:13.879175Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"cited_work":{"arxiv_id":"2505.03983","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2505.03983","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Diffusion models are secretly exchangeable: Parallelizing ddpms via autospeculation","venue":null,"work_id":"a3d786fa-6735-4d45-be26-c19f18c0cdcb","year":2025},"citing_paper":{"arxiv_id":"2605.13778","last_updated":"2026-05-13T16:57:51Z","snapshot_observed_at":"2026-08-16T12:12:32.701922Z","submitted_at":"2026-05-13T16:57:51Z","title":"Realtime-VLA FLASH: Speculative Inference Framework for Diffusion-based VLAs","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-05-14T17:50:54.574805Z"},"links":{"cited_paper":"/paper/2505.03983","citing_paper":"/paper/2605.13778"},"observation_digest":"sha256:3eb861e9dc3bba67112aed556eadca3e8aec8697de23f87eaea35436281653e4","observation_id":"108c9e2b-9a2b-4662-b14e-0251211cf71e","resolution":{"observed_at":"2026-05-14T17:52:33.199176Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2505.03983/citation-record","integrity":"/paper/2505.03983/integrity","json":"/paper/2505.03983/citation-record.json","paper":"/paper/2505.03983"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"2501.05370","last_updated":"2025-07-06T15:05:05Z","snapshot_observed_at":"2026-08-16T05:26:28.325566Z","submitted_at":"2025-01-09T16:50:16Z","title":"Accelerated Diffusion Models via Speculative Sampling","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.05370","snapshot_observed_at":"2026-08-15T23:55:23.456727Z","title":"Accelerated diffusion models via speculative sampling","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.456727Z"},"links":{"cited_paper":"/paper/2501.05370","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:a244ecb101cf47e55d6c53ce31d5d425b70d7337f257613f1e76ef713c679e16","observation_id":"59036996-2626-4558-8463-5caaeab5ae66","resolution":{"observed_at":"2026-08-15T23:55:23.456727Z","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":"2026-08-15T23:55:23.767729Z","title":"Sampling from the sherrington-kirkpatrick gibbs measure via algorithmic stochastic localization","venue":null,"work_id":"d58d9593-e7a9-4186-a8c3-5b0898df83cc","year":2022},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.460403Z"},"links":{"citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:d4b3fa6d3dbad06bd5e280f03079f5631b7d9fdd864c4f4a20b75cba64cbf1da","observation_id":"5034549a-3525-41f8-8577-a601326bfb69","resolution":{"observed_at":"2026-08-15T23:55:23.771734Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2104.08718","last_updated":"2022-03-23T19:47:21Z","snapshot_observed_at":"2026-07-06T11:01:02.207193Z","submitted_at":"2021-04-18T05:00:29Z","title":"CLIPScore: A Reference-free Evaluation Metric for Image Captioning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2104.08718","snapshot_observed_at":"2026-08-15T23:55:23.467331Z","title":"L., and Choi, Y","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.467331Z"},"links":{"cited_paper":"/paper/2104.08718","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:251fdf8b8cce2cd2532f6600a479ba140a45b84204956782ea46dd3d25a83e82","observation_id":"ddc04d3b-b2e0-4543-8eee-41322743048c","resolution":{"observed_at":"2026-08-15T23:55:23.467331Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.11081","last_updated":"2025-03-01T09:52:49Z","snapshot_observed_at":"2026-08-17T22:37:34.780172Z","submitted_at":"2024-10-14T20:43:25Z","title":"Simplifying, Stabilizing and Scaling Continuous-Time Consistency Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.11081","snapshot_observed_at":"2026-08-15T23:55:23.470478Z","title":"Discrete diffusion mod- eling by estimating the ratios of the data distribution","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.470478Z"},"links":{"cited_paper":"/paper/2410.11081","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:9ee7f7dc0d77c758056a7ee048d8c042cf76844fba48ecd0b9ad3d1b84185c52","observation_id":"4f7701af-3d89-4130-b9af-b79724d18ad7","resolution":{"observed_at":"2026-08-15T23:55:23.470478Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2211.01095","last_updated":"2025-05-19T07:56:56Z","snapshot_observed_at":"2026-08-18T13:49:48.200480Z","submitted_at":"2022-11-02T13:14:30Z","title":"DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2211.01095","snapshot_observed_at":"2026-08-15T23:55:23.474096Z","title":"Dpm- solver++: Fast solver for guided sampling of diffusion probabilistic models","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.474096Z"},"links":{"cited_paper":"/paper/2211.01095","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:37141f8e1e03a2e8970e1ccbad4f59b2be71d56706ea54f6178b72552e8f9d85","observation_id":"fe9349e8-0fef-42d5-9e44-e5bac331ccf6","resolution":{"observed_at":"2026-08-15T23:55:23.474096Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2108.03298","last_updated":"2021-09-25T00:37:01Z","snapshot_observed_at":"2026-08-14T11:25:08.505775Z","submitted_at":"2021-08-06T20:48:30Z","title":"What Matters in Learning from Offline Human Demonstrations for Robot Manipulation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2108.03298","snapshot_observed_at":"2026-08-15T23:55:23.477634Z","title":"What matters in learning from offline human demonstrations for robot manipulation","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.477634Z"},"links":{"cited_paper":"/paper/2108.03298","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:48092bb088be4069615608bc1dedabc42c5482610d564f41b9ef615b78ae5590","observation_id":"411dac14-211d-4bd1-a34b-67a8837f9789","resolution":{"observed_at":"2026-08-15T23:55:23.477634Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2210.03142","last_updated":"2023-04-12T21:23:35Z","snapshot_observed_at":"2026-08-16T16:26:19.768895Z","submitted_at":"2022-10-06T18:03:56Z","title":"On Distillation of Guided Diffusion Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2210.03142","snapshot_observed_at":"2026-08-15T23:55:23.480969Z","title":"P., Ermon, S., Ho, J., and Salimans, T","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.480969Z"},"links":{"cited_paper":"/paper/2210.03142","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:38edfea03d6f5710690d7ab1bc0b4ef36587e3ac6f89915532e92aaad4df27c8","observation_id":"fc7d4207-1485-47c3-8ae6-3b0a21f9f3f2","resolution":{"observed_at":"2026-08-15T23:55:23.480969Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.10690","last_updated":"2025-09-02T12:50:49Z","snapshot_observed_at":"2026-08-16T15:32:08.805568Z","submitted_at":"2023-05-18T04:01:40Z","title":"Sampling, Diffusions, and Stochastic Localization","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.10690","snapshot_observed_at":"2026-08-15T23:55:23.484225Z","title":"Sampling, diffusions, and stochastic localiza- tion","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.484225Z"},"links":{"cited_paper":"/paper/2305.10690","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:8c54d7a1d3d14ea851119fcaa19c9192cb72f6bb83372ec1510b3a288ad0ac24","observation_id":"0096d2c4-8478-4c02-93f1-22a443c5267e","resolution":{"observed_at":"2026-08-15T23:55:23.484225Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2112.10741","last_updated":"2022-03-08T18:18:49Z","snapshot_observed_at":"2026-08-07T12:21:17.790675Z","submitted_at":"2021-12-20T18:42:55Z","title":"GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2112.10741","snapshot_observed_at":"2026-08-15T23:55:23.487772Z","title":"Glide: Towards photorealistic image generation and editing with text-guided diffusion models","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.487772Z"},"links":{"cited_paper":"/paper/2112.10741","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:d8434863578b029e319032f2c3266b3a55f8611ef3b5bb38d933028af753a6d5","observation_id":"3afee51a-5640-4edb-a701-b7b0ec573481","resolution":{"observed_at":"2026-08-15T23:55:23.487772Z","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":"2026-08-15T23:55:23.756020Z","title":"Mathematical Preliminaries In this section, we state some standard results from probability that we use Lemma 6 (Pinsker’s Inequality (Van Handel, 2014))","venue":null,"work_id":"3515f355-943e-4052-a359-7f6f5533dbc0","year":2014},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.495397Z"},"links":{"citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:1bb2e47c44e8f118ed80230c2e11cbc7b900c936060e92ab89290c5692b84d06","observation_id":"dcc446dd-6b63-4889-9a72-15154a1a7a63","resolution":{"observed_at":"2026-08-15T23:55:23.760559Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-08-15T23:55:23.743365Z","title":null,"venue":null,"work_id":"9bcc088e-5772-4777-95e1-8f605a5d93dd","year":2022},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.498874Z"},"links":{"citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:81e147bd9cfaab1152e8186b3129f241c7da36f246bb351a310e022cbb0066b6","observation_id":"a3aeb7b7-3745-41cf-a077-81ea71dc0adc","resolution":{"observed_at":"2026-08-15T23:55:23.747833Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2406.00924","last_updated":"2024-10-17T03:54:52Z","snapshot_observed_at":"2026-08-16T13:46:55.943393Z","submitted_at":"2024-06-03T01:34:34Z","title":"Faster Diffusion Sampling with Randomized Midpoints: Sequential and Parallel","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.00924","snapshot_observed_at":"2026-08-15T23:55:23.463762Z","title":"Faster diffusion-based sampling with randomized midpoints: Sequential and parallel","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":2013,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.463762Z"},"links":{"cited_paper":"/paper/2406.00924","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:35fab4af209a9cad06cc70631921f17a8b518180e6778cf10a0869a8ce0d8ea7","observation_id":"c77dfbfc-98a6-4a9e-b392-b5f38793c3b7","resolution":{"observed_at":"2026-08-15T23:55:23.463762Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.03686","last_updated":"2024-03-06T00:41:30Z","snapshot_observed_at":"2026-08-16T15:10:13.061639Z","submitted_at":"2023-08-07T16:01:14Z","title":"Nearly $d$-Linear Convergence Bounds for Diffusion Models via Stochastic Localization","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.03686","snapshot_observed_at":"2026-08-15T23:55:23.433048Z","title":"Linear convergence bounds for diffusion models via stochastic localization","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":2014,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.433048Z"},"links":{"cited_paper":"/paper/2308.03686","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:dfa8f9fef0ff1200d29f4086ac1300c6f03b2d7b880e2ee013d84e4ff72d7a3a","observation_id":"d64a1e95-3d4c-4223-bb31-1b33b2446c19","resolution":{"observed_at":"2026-08-15T23:55:23.433048Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.01469","last_updated":"2023-05-31T06:17:10Z","snapshot_observed_at":"2026-08-15T07:00:23.337991Z","submitted_at":"2023-03-02T18:30:16Z","title":"Consistency Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.01469","snapshot_observed_at":"2026-08-15T23:55:23.491135Z","title":"Denoising diffusion im- plicit models","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":2015,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.491135Z"},"links":{"cited_paper":"/paper/2303.01469","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:09011575893993b0cfbcf88ec5c58ac0b2ca6eb46634c972e2fe2a96750b1109","observation_id":"aaca77fe-46c3-4ab1-b6fd-52d813d3049b","resolution":{"observed_at":"2026-08-15T23:55:23.491135Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2302.01318","last_updated":"2023-02-02T18:44:11Z","snapshot_observed_at":"2026-08-13T23:55:57.074762Z","submitted_at":"2023-02-02T18:44:11Z","title":"Accelerating Large Language Model Decoding with Speculative Sampling","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2302.01318","snapshot_observed_at":"2026-08-15T23:55:23.437140Z","title":"Accelerating large language model decoding with speculative sampling","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":2020,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.437140Z"},"links":{"cited_paper":"/paper/2302.01318","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:68c0a9ec0ca0a79905dd9209bb22b30bed83def2d115c63b6073cbc3ffcfd98f","observation_id":"7c31995f-de74-4064-8374-7caed1f72cae","resolution":{"observed_at":"2026-08-15T23:55:23.437140Z","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":"2026-08-15T23:55:23.778636Z","title":"and Eldan, R","venue":null,"work_id":"6e7cb7d1-084d-49c7-bf1b-2aa42c5b342d","year":2022},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":2021,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.449050Z"},"links":{"citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:a8d46b4bf9fd9c51fa0e9a22d7a53c4d7a4e30c808f2d43378ea13694e0403b3","observation_id":"d219a205-cbb1-4fed-a10d-fa6a8bbc24a0","resolution":{"observed_at":"2026-08-15T23:55:23.781738Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2303.04137","last_updated":"2024-03-14T04:36:31Z","snapshot_observed_at":"2026-08-08T17:26:38.829859Z","submitted_at":"2023-03-07T18:50:03Z","title":"Diffusion Policy: Visuomotor Policy Learning via Action Diffusion","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.04137","snapshot_observed_at":"2026-08-15T23:55:23.452963Z","title":"Diffusion policy: Visuomotor policy learning via action diffusion","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":2022,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.452963Z"},"links":{"cited_paper":"/paper/2303.04137","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:447992b6c1088169a7b64decc0667ceb770ea266802fdf37c8475bef21fc7a46","observation_id":"3cc6fa6b-2140-46ee-a8c3-1ce2ce773552","resolution":{"observed_at":"2026-08-15T23:55:23.452963Z","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":"2405.15986","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T23:55:23.709398Z","title":null,"venue":null,"work_id":"b7ff9146-c533-49b1-9eda-d21adc1d926a","year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":2023,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.441894Z"},"links":{"citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:1a53c29041e9a5be3460a56bd6c5f4fa25007bf4ca07fc0f0b3e10ab4ebb031b","observation_id":"81ef8764-05a8-417f-b429-7ec56d543595","resolution":{"observed_at":"2026-08-15T23:55:23.716463Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2209.11215","last_updated":"2023-04-15T22:24:53Z","snapshot_observed_at":"2026-08-16T16:30:32.276132Z","submitted_at":"2022-09-22T17:55:01Z","title":"Sampling is as easy as learning the score: theory for diffusion models with minimal data assumptions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2209.11215","snapshot_observed_at":"2026-08-15T23:55:23.445433Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation","version":2},"reference_index":2024,"source":"pdf_text","source_observed_at":"2026-08-15T23:55:23.445433Z"},"links":{"cited_paper":"/paper/2209.11215","citing_paper":"/paper/2505.03983"},"observation_digest":"sha256:e88d86399a5516b9db1d8216e991ec667efac1eaad22e3046e58d5f3abe57fe6","observation_id":"a01fe4b2-e844-4f61-b365-42ebc69400cf","resolution":{"observed_at":"2026-08-15T23:55:23.445433Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2505.03983","last_updated":"2025-08-06T22:30:24Z","latest_version":2,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-18T10:29:42.541944Z","submitted_at":"2025-05-06T21:10:37Z","title":"Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation"},"reference_resolution":{"displayed":19,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":15,"verified_exact":1,"verified_fuzzy":3},"total_outbound_references":19},"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":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"thesis":"As of 20 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 2 inbound Pith citation observations for arXiv:2505.03983."}