{"as_of":"2026-08-09T19:52:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:88915d51071b7de62404583050f9eb4d497da7ed3c9ed8c84846b3c3fa421d6b","coverage":[{"denominator":0,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":47,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":47,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":47,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":47,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-09T15:01:05.247908Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":1,"source":"arxiv_reference","source_observed_at":"2026-08-05T02:28:24.338817Z","state":"measured"}],"external_citation_measurements":[{"count":0,"observed_at":"2026-08-05T02:28:24.338817Z","source":"arxiv_reference"}],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-09T15:01:05.247908Z","title":"Masked diffusion models are secretly time- agnostic masked models and exploit inaccurate categori- cal sampling.arXiv preprint arXiv:2409.02908,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.01567","last_updated":"2025-06-06T18:40:37Z","snapshot_observed_at":"2026-08-09T14:53:58.786517Z","submitted_at":"2025-02-03T17:50:34Z","title":"Latent Thought Models with Variational Bayes Inference-Time Computation","version":2},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-09T15:01:05.247908Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2502.01567"},"observation_digest":"sha256:fc4ef9af0cdbb41f6a13b29103d4a1ded6fccdb0c01ca8569535d23d1a7ec2f6","observation_id":"413b2549-8f82-4d19-a993-0faba2be9ff5","resolution":{"observed_at":"2026-08-09T15:01:05.247908Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-09T10:42:54.425027Z","title":"Dpm-solver-v3: Improved diffusion ode solver with empirical model statistics","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2502.02922","last_updated":"2025-04-30T09:04:48Z","snapshot_observed_at":"2026-08-09T12:40:49.551097Z","submitted_at":"2025-02-05T06:30:37Z","title":"Elucidating the Preconditioning in Consistency Distillation","version":3},"reference_index":2018,"source":"pdf_text","source_observed_at":"2026-08-09T10:42:54.425027Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2502.02922"},"observation_digest":"sha256:60e9fdd9e4c35f25283775c6bd8c364a5a9c9a6291fe00f0605c4b7fdeca9b2b","observation_id":"e63b98cd-701b-41a4-ab0c-2b5dc6cfcc73","resolution":{"observed_at":"2026-08-09T10:42:54.425027Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-08T14:30:26.658567Z","title":"Masked diffusion models are secretly time- agnostic masked models and exploit inaccurate categori- cal sampling","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.06768","last_updated":"2025-08-19T23:35:57Z","snapshot_observed_at":"2026-08-09T09:47:58.662011Z","submitted_at":"2025-02-10T18:47:21Z","title":"Train for the Worst, Plan for the Best: Understanding Token Ordering in Masked Diffusions","version":3},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-08T14:30:26.658567Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2502.06768"},"observation_digest":"sha256:957c3a8df077ebea3dcc5f6af760330b28bc3ed3a6925653d5ffbf4aa2cd9ece","observation_id":"f472a23a-6263-4708-a269-052cc1f7914d","resolution":{"observed_at":"2026-08-08T14:30:26.658567Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-07T20:56:23.393698Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.09622","last_updated":"2025-06-09T02:36:10Z","snapshot_observed_at":"2026-08-09T10:13:05.522551Z","submitted_at":"2025-02-13T18:59:47Z","title":"Theoretical Benefit and Limitation of Diffusion Language Model","version":2},"reference_index":69,"source":"arxiv_source","source_observed_at":"2026-08-07T20:56:23.393698Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2502.09622"},"observation_digest":"sha256:c26c2a4a06cb6d9dbad19f2a873923fca9e2a9d922f9550cff982f01d3a7573c","observation_id":"f5ea7dcc-99d5-40db-9061-e44beeeeb32a","resolution":{"observed_at":"2026-08-07T20:56:23.393698Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2502.09992","last_updated":"2025-10-18T15:35:05Z","snapshot_observed_at":"2026-08-04T04:34:22.998376Z","submitted_at":"2025-02-14T08:23:51Z","title":"Large Language Diffusion Models","version":3},"reference_index":86,"source":"pdf_text","source_observed_at":"2026-05-11T01:42:54.279353Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2502.09992"},"observation_digest":"sha256:53c5f3c10a2b4ff4386f92948e8e21cbfed33c2e9bfc231db21af04739cad6f7","observation_id":"a513e608-f933-41a1-877e-28764edbf96b","resolution":{"observed_at":"2026-05-11T01:42:54.707347Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2505.16933","last_updated":"2025-06-04T05:52:10Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-05-22T17:23:26Z","title":"LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning","version":2},"reference_index":110,"source":"pdf_text","source_observed_at":"2026-05-17T03:46:06.074416Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2505.16933"},"observation_digest":"sha256:0f58b0f6b5e68c1b1d393b1fd5ebebf6d01c992824f25cf5d04bbae946e3c4b1","observation_id":"629e544d-a580-4f89-8e0f-7df253d9985e","resolution":{"observed_at":"2026-05-17T03:46:06.363746Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-07T14:17:12.592899Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.19752","last_updated":"2025-05-26T09:32:12Z","snapshot_observed_at":"2026-08-09T12:40:48.784031Z","submitted_at":"2025-05-26T09:32:12Z","title":"Discrete Markov Bridge","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T14:17:12.592899Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2505.19752"},"observation_digest":"sha256:f21d4a00e86f3308fb6541e3f2e1fceea61568c3514846e357c92f5c5500166b","observation_id":"83a3332d-2e9a-42ae-a652-ad60a67a6af8","resolution":{"observed_at":"2026-08-07T14:17:12.592899Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2505.22618","last_updated":"2025-07-03T04:51:05Z","snapshot_observed_at":"2026-07-06T21:32:23.537939Z","submitted_at":"2025-05-28T17:39:15Z","title":"Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding","version":3},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-05-16T04:28:02.231373Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2505.22618"},"observation_digest":"sha256:e50a425d07ddb235f3eecfbd4784d8cf406f38ad3179a38c3d81698df6f968c9","observation_id":"9f296c8d-7e2c-417b-8f7f-6f2c771c9970","resolution":{"observed_at":"2026-05-16T04:28:02.373154Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-07T12:35:42.248469Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.24857","last_updated":"2025-05-30T17:52:55Z","snapshot_observed_at":"2026-08-09T03:22:15.363687Z","submitted_at":"2025-05-30T17:52:55Z","title":"Accelerated Sampling from Masked Diffusion Models via Entropy Bounded Unmasking","version":1},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-07T12:35:42.248469Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2505.24857"},"observation_digest":"sha256:268c6073019e1d599caba99a6a42622fc5c3b1a281d86d047d547e612eed0bf1","observation_id":"e5a77444-fd10-443a-9ee8-101e21c65e89","resolution":{"observed_at":"2026-08-07T12:35:42.248469Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-07T12:12:30.477786Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling.arXiv preprint arXiv:2409.02908, 2024a","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.00290","last_updated":"2025-05-30T22:42:23Z","snapshot_observed_at":"2026-08-07T23:07:24.814063Z","submitted_at":"2025-05-30T22:42:23Z","title":"DLM-One: Diffusion Language Models for One-Step Sequence Generation","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T12:12:30.477786Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2506.00290"},"observation_digest":"sha256:4770e84bff53dd0fea31e3e57bc662ec8013d6244dd20917d5f1ed5b462c5767","observation_id":"fcb6d014-6a13-404f-a75d-14203f9755b8","resolution":{"observed_at":"2026-08-07T12:12:30.477786Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-07T11:58:40.357177Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling.arXiv preprint arXiv:2409.02908,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.01121","last_updated":"2025-06-01T18:58:59Z","snapshot_observed_at":"2026-08-09T11:46:22.357388Z","submitted_at":"2025-06-01T18:58:59Z","title":"Neuro-Symbolic Generative Diffusion Models for Physically Grounded, Robust, and Safe Generation","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T11:58:40.357177Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2506.01121"},"observation_digest":"sha256:99598066852e4bf8f194374cc12ca2fa475dfd3a38c52d07ac5928141c68d0af","observation_id":"c2fd90b1-a4a2-4072-a72b-385daf4b7bb4","resolution":{"observed_at":"2026-08-07T11:58:40.357177Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2508.19982","last_updated":"2026-04-09T08:29:43Z","snapshot_observed_at":"2026-08-02T21:00:22.153828Z","submitted_at":"2025-08-27T15:40:25Z","title":"Diffusion Language Models Know the Answer Before Decoding","version":5},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-05-18T20:30:58.012632Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2508.19982"},"observation_digest":"sha256:3a1d2124766b9dc798a0deb45616f26c3909b7b21acdeac076e164f2b7f8bf43","observation_id":"03e679ea-5b8a-4818-82d0-e83b63160008","resolution":{"observed_at":"2026-05-18T20:31:50.436869Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T13:20:05.281247Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2509.01025","last_updated":"2025-09-07T22:48:13Z","snapshot_observed_at":"2026-08-06T04:06:34.224683Z","submitted_at":"2025-08-31T23:34:53Z","title":"Any-Order Flexible Length Masked Diffusion","version":2},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-05T13:20:05.281247Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2509.01025"},"observation_digest":"sha256:b0c1a0db3ef58e5989cd9aeabf0e7137e754f0b83136950e69f879f413d73e56","observation_id":"5bbaada1-2e47-4e77-bfec-e91d3df5123e","resolution":{"observed_at":"2026-08-05T13:20:05.281247Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-04T22:56:05.268506Z","title":"Zheng, Y","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2509.06949","last_updated":"2025-09-08T17:58:06Z","snapshot_observed_at":"2026-08-09T09:48:13.360348Z","submitted_at":"2025-09-08T17:58:06Z","title":"Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-04T22:56:05.268506Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2509.06949"},"observation_digest":"sha256:33ac9a38c8c5c4b7dcb0cdef04353b32c553cfa7a510a180786c4634991122d3","observation_id":"ebc6e2f6-74e0-4187-9043-3b8e52f5597b","resolution":{"observed_at":"2026-08-04T22:56:05.268506Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-04T13:15:31.756900Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling.arXiv preprint arXiv:2409.02908,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2510.01384","last_updated":"2026-05-22T19:48:31Z","snapshot_observed_at":"2026-08-09T16:34:10.718069Z","submitted_at":"2025-10-01T19:15:25Z","title":"Fine-Tuning Masked Diffusion for Provable Self-Correction","version":4},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-04T13:15:31.756900Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2510.01384"},"observation_digest":"sha256:7bc380d2e8709d0c89361648957dfb0500e97294629e93efafd64b1de50713f0","observation_id":"e8718ac8-128f-4f7d-9088-d0edb9272767","resolution":{"observed_at":"2026-08-04T13:15:31.756900Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-04T08:09:22.208058Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2510.22510","last_updated":"2026-07-11T23:42:33Z","snapshot_observed_at":"2026-08-06T14:12:10.171134Z","submitted_at":"2025-10-26T03:24:31Z","title":"CANDI: Hybrid Discrete-Continuous Diffusion Models","version":3},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-04T08:09:22.208058Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2510.22510"},"observation_digest":"sha256:6923c519f6cb5295a3f518242060325b1a63eedfedae814d71992ce6ca1513b6","observation_id":"c5fcb582-b767-4cc9-9f7b-43e2756576ab","resolution":{"observed_at":"2026-08-04T08:09:22.208058Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2602.16813","last_updated":"2026-05-20T16:23:05Z","snapshot_observed_at":"2026-07-06T22:46:21.571641Z","submitted_at":"2026-02-18T19:23:07Z","title":"Flow Map Language Models: One-step Language Modeling via Continuous Denoising","version":2},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-05-15T21:01:42.916835Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2602.16813"},"observation_digest":"sha256:c41500c1f1fd4309497a5f75f5c86fd476db97f416ee0c70e2f0a0d31265e2ef","observation_id":"c89add51-288e-4773-952f-e9db4f624325","resolution":{"observed_at":"2026-05-15T21:10:19.192322Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2602.16813","last_updated":"2026-05-20T16:23:05Z","snapshot_observed_at":"2026-07-06T22:46:21.571641Z","submitted_at":"2026-02-18T19:23:07Z","title":"Flow Map Language Models: One-step Language Modeling via Continuous Denoising","version":3},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-05-21T12:23:49.031978Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2602.16813"},"observation_digest":"sha256:86457082973a5b86df64a34f580778b9cc2fd92bc3f9704c6602f9ff6fb76cf9","observation_id":"a23307f0-021c-4f66-8e7f-b736355c5cf4","resolution":{"observed_at":"2026-05-21T12:24:10.523949Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-02T21:39:44.217314Z","title":"Zheng, K., Chen, Y ., Mao, H., Liu, M.-Y ., Zhu, J., and Zhang, Q","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2602.19619","last_updated":"2026-05-27T22:15:27Z","snapshot_observed_at":"2026-08-07T10:57:14.521130Z","submitted_at":"2026-02-23T09:06:13Z","title":"Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models","version":2},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-02T21:39:44.217314Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2602.19619"},"observation_digest":"sha256:8f4b704baa110f8267477e052b9b30709218eb1ffd8f763e1da64c5518ccd7fa","observation_id":"0f55dbfc-d1bd-43f4-8f2d-9a95d6bc1271","resolution":{"observed_at":"2026-08-02T21:39:44.217314Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2603.22241","last_updated":"2026-04-13T08:19:37Z","snapshot_observed_at":"2026-08-03T01:01:53.602471Z","submitted_at":"2026-03-23T17:39:56Z","title":"MemDLM: Memory-Enhanced DLM Training","version":2},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-05-15T00:42:22.989588Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2603.22241"},"observation_digest":"sha256:46c6277b79c39a824990e97c063ecc619706bd28b391415a8fa970d6cc3f3123","observation_id":"4aaec02b-5dbb-4e26-8932-a284ed92573f","resolution":{"observed_at":"2026-05-15T00:43:24.497054Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2604.02718","last_updated":"2026-04-03T04:21:20Z","snapshot_observed_at":"2026-07-06T22:52:02.162758Z","submitted_at":"2026-04-03T04:21:20Z","title":"Generative Frontiers: Why Evaluation Matters for Diffusion Language Models","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-05-13T20:11:51.361909Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2604.02718"},"observation_digest":"sha256:e149e05574fd5e508bd0b8ac274d1d16c8cc8d8d51eb35db3493bffa06a6ec9f","observation_id":"661b4b00-84ca-4bda-bf94-bf5178e4e02c","resolution":{"observed_at":"2026-05-13T20:13:13.317326Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2604.08302","last_updated":"2026-05-15T04:19:14Z","snapshot_observed_at":"2026-07-06T22:57:26.678728Z","submitted_at":"2026-04-09T14:35:42Z","title":"DMax: Aggressive Parallel Decoding for dLLMs","version":2},"reference_index":105,"source":"pdf_text","source_observed_at":"2026-05-10T17:58:17.880199Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2604.08302"},"observation_digest":"sha256:c1e6ab33f871fe65ee85b8dcf2152f21f00ed1319de6c61c035627a75692f70e","observation_id":"9f8a0def-462e-47a1-b7d2-bbb6ef940c07","resolution":{"observed_at":"2026-05-11T05:45:55.815842Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2604.08302","last_updated":"2026-05-15T04:19:14Z","snapshot_observed_at":"2026-07-06T22:57:26.678728Z","submitted_at":"2026-04-09T14:35:42Z","title":"DMax: Aggressive Parallel Decoding for dLLMs","version":3},"reference_index":105,"source":"pdf_text","source_observed_at":"2026-05-19T16:46:56.743268Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2604.08302"},"observation_digest":"sha256:fffda3ed894824b8978740a598f91ca09d2ff6e8657292254b5453853a953556","observation_id":"9eea108c-2757-46dc-8fe8-09cf49a1e324","resolution":{"observed_at":"2026-05-19T16:47:40.091506Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2604.17492","last_updated":"2026-04-19T15:29:15Z","snapshot_observed_at":"2026-07-06T23:04:37.370465Z","submitted_at":"2026-04-19T15:29:15Z","title":"Coevolving Representations in Joint Image-Feature Diffusion","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-05-10T06:30:52.371482Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2604.17492"},"observation_digest":"sha256:44a9289d577d1e62ee1dae16f3eb7666753478e469c1085f161890124d0c9fcc","observation_id":"0a920bf8-fe64-4c35-9376-3b9d48b6ed76","resolution":{"observed_at":"2026-05-10T06:31:30.472960Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2604.18739","last_updated":"2026-05-19T01:39:31Z","snapshot_observed_at":"2026-08-02T02:17:17.220205Z","submitted_at":"2026-04-20T18:43:37Z","title":"Discrete Tilt Matching","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-05-10T04:31:08.195730Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2604.18739"},"observation_digest":"sha256:93be9380d2bfe06c3f0068fa7a77cebe267f274763e42728776bc3207448bd1d","observation_id":"6c91477b-8684-4493-9c43-b1a4385ab0d2","resolution":{"observed_at":"2026-05-11T11:51:04.143741Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2604.26985","last_updated":"2026-06-06T20:43:37Z","snapshot_observed_at":"2026-07-31T17:57:12.256316Z","submitted_at":"2026-04-28T19:34:04Z","title":"Simple Self-Conditioning Adaptation for Masked Diffusion Models","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-05-07T16:38:22.306140Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2604.26985"},"observation_digest":"sha256:aae4eb05ab8b394d16ce39f33e041acd73331eeca78bfabc8c8054e736709ed3","observation_id":"1ff29b9b-15c5-4beb-b3cd-5e529a614d3c","resolution":{"observed_at":"2026-05-11T23:36:33.761791Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2605.06548","last_updated":"2026-05-07T16:44:56Z","snapshot_observed_at":"2026-08-04T07:00:09.042412Z","submitted_at":"2026-05-07T16:44:56Z","title":"Continuous Latent Diffusion Language Model","version":1},"reference_index":114,"source":"pdf_text","source_observed_at":"2026-05-08T10:04:09.646578Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2605.06548"},"observation_digest":"sha256:737131b08141435fae5914b7f8c66b9a9b9a708884929193bcff937c17d65210","observation_id":"018622ca-0df8-4b4f-b4d7-6872d4c8eb69","resolution":{"observed_at":"2026-05-11T20:11:10.963280Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2605.11854","last_updated":"2026-05-18T06:27:28Z","snapshot_observed_at":"2026-08-01T14:51:14.896942Z","submitted_at":"2026-05-12T09:39:06Z","title":"Self-Distilled Trajectory-Aware Boltzmann Modeling: Bridging the Training-Inference Discrepancy in Diffusion Language Models","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-05-13T05:51:27.920803Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2605.11854"},"observation_digest":"sha256:b86cbb8aea35408a81c399b29aa72c37027ab84d498873aae79b1459d2c4a4d8","observation_id":"63b4f536-0f26-4e26-b819-0b3bbdc93e96","resolution":{"observed_at":"2026-05-13T05:52:21.992143Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2605.11854","last_updated":"2026-05-18T06:27:28Z","snapshot_observed_at":"2026-08-01T14:51:14.896942Z","submitted_at":"2026-05-12T09:39:06Z","title":"Self-Distilled Trajectory-Aware Boltzmann Modeling: Bridging the Training-Inference Discrepancy in Diffusion Language Models","version":2},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-05-20T22:59:53.100421Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2605.11854"},"observation_digest":"sha256:11be2f0d78294d252a35088553d43e599f20c1c6f283c3869533c818113dfd4d","observation_id":"60f615f6-1767-4438-9d55-d2d0ae05b0a9","resolution":{"observed_at":"2026-05-20T23:03:50.833241Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2605.22765","last_updated":"2026-05-21T17:27:19Z","snapshot_observed_at":"2026-08-05T21:45:08.839207Z","submitted_at":"2026-05-21T17:27:19Z","title":"Uniform Diffusion Models Revisited: Leave-One-Out Denoiser and Absorbing State Reformulation","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-05-22T06:44:57.195511Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2605.22765"},"observation_digest":"sha256:ee056fa6973113ddd8b2e6c82367fef19cd974dc4a4460f4b8024f3cbf5ea5fc","observation_id":"47941a57-4839-4fb2-aa3b-a2081a46d38c","resolution":{"observed_at":"2026-05-22T06:46:10.825489Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2605.22967","last_updated":"2026-05-29T16:01:35Z","snapshot_observed_at":"2026-07-06T23:33:14.457450Z","submitted_at":"2026-05-21T18:53:22Z","title":"Learned Relay Representations for Forward-Thinking Discrete Diffusion Models","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-05-25T05:58:38.285214Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2605.22967"},"observation_digest":"sha256:9a0fe557a5cfbebe54bfb8fad5dd99becc5afb941b558e412ed66d1f40dcd192","observation_id":"96bea793-2262-47eb-845a-c28f77c7bf0a","resolution":{"observed_at":"2026-05-25T06:00:22.911063Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2605.22967","last_updated":"2026-05-29T16:01:35Z","snapshot_observed_at":"2026-07-06T23:33:14.457450Z","submitted_at":"2026-05-21T18:53:22Z","title":"Learned Relay Representations for Forward-Thinking Discrete Diffusion Models","version":2},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-06-30T17:19:17.567336Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2605.22967"},"observation_digest":"sha256:0fd0bc6bd2cb7206d8f539be82271b30b7f5dafee99b59433456f43bb59a82d2","observation_id":"6b438eb8-9a26-4cfd-9ed0-a65ba58a9cff","resolution":{"observed_at":"2026-06-30T17:24:56.679995Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2605.30876","last_updated":"2026-06-20T08:46:49Z","snapshot_observed_at":"2026-08-03T23:34:59.657375Z","submitted_at":"2026-05-29T06:03:50Z","title":"dMoE: dLLMs with Learnable Block Experts","version":2},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-06-28T22:50:51.900169Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2605.30876"},"observation_digest":"sha256:7718d089f2a7de8d922bf7c377b8c192d47aa911ddda7981410bdda890e04cc8","observation_id":"bae76a04-7a4d-40e3-a56c-ab8f666535e3","resolution":{"observed_at":"2026-06-28T22:52:45.009032Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2605.31215","last_updated":"2026-05-29T12:19:26Z","snapshot_observed_at":"2026-08-06T01:51:22.197760Z","submitted_at":"2026-05-29T12:19:26Z","title":"Fixed-Point Masked Generative Modeling","version":1},"reference_index":76,"source":"pdf_text","source_observed_at":"2026-06-28T23:18:27.050697Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2605.31215"},"observation_digest":"sha256:b173f03bbc391e3647f74ad5e73889da603747f29707638e13b13a56ef3fc2d8","observation_id":"6ea4ac05-5173-41fb-8774-f68c711bb78a","resolution":{"observed_at":"2026-06-28T23:22:47.217184Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2606.06031","last_updated":"2026-06-04T11:24:47Z","snapshot_observed_at":"2026-07-06T23:45:56.266116Z","submitted_at":"2026-06-04T11:24:47Z","title":"NAVIRA: Decoupled Stochastic Remasking for Masked Diffusion Language Models","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-06-28T01:43:38.252406Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2606.06031"},"observation_digest":"sha256:237baff4d8d38811871fb125abd347ad84b9437508f0e77ce3b7787c8b8b041c","observation_id":"e7967c53-6f57-4414-bd9d-6090b267cbe1","resolution":{"observed_at":"2026-06-28T01:51:29.191063Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2606.08810","last_updated":"2026-06-15T19:27:43Z","snapshot_observed_at":"2026-08-02T08:52:28.875995Z","submitted_at":"2026-06-07T20:00:33Z","title":"Continuous Language Diffusion as a Decoder-Interface Problem","version":2},"reference_index":87,"source":"pdf_text","source_observed_at":"2026-06-27T18:27:10.422343Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2606.08810"},"observation_digest":"sha256:fe9021dfd74619b3e7d0a6db6a14ff02a905b8772f993478e95a962504c96405","observation_id":"4be61865-8a3a-421c-878f-2a552a593b09","resolution":{"observed_at":"2026-06-27T18:31:07.857224Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2606.24773","last_updated":"2026-06-23T16:33:13Z","snapshot_observed_at":"2026-08-03T19:51:43.287097Z","submitted_at":"2026-06-23T16:33:13Z","title":"Posterior Refinement: Fast Language Generation via Any-Order Flow Maps","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-06-25T23:55:07.047233Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2606.24773"},"observation_digest":"sha256:967ea418e3f742c991bdd0ff5aa36bfed9e0067686c0eccde547d8b0e38f1506","observation_id":"eb142863-5a15-4595-bf28-9d35c40a164a","resolution":{"observed_at":"2026-07-04T17:09:58.796632Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2606.27617","last_updated":"2026-06-26T00:16:40Z","snapshot_observed_at":"2026-07-07T00:01:49.598947Z","submitted_at":"2026-06-26T00:16:40Z","title":"Masked Language Flow Models","version":1},"reference_index":47,"source":"arxiv_source","source_observed_at":"2026-06-29T01:17:56.122002Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2606.27617"},"observation_digest":"sha256:6ae610e5c7842997ab42aaa42fd78722d6f6a110b3323e4bc54c322897212d69","observation_id":"881f0fbb-27fa-4780-82ae-cb267ae1f29d","resolution":{"observed_at":"2026-07-01T19:06:02.626805Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2607.00773","last_updated":"2026-07-01T10:59:33Z","snapshot_observed_at":"2026-08-03T01:44:22.154158Z","submitted_at":"2026-07-01T10:59:33Z","title":"Accelerating Discrete Diffusion Models with Parallel-In-Time Sampling","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-07-02T16:09:39.379077Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2607.00773"},"observation_digest":"sha256:5e2348b4ef42d2d796c96897a37ef948f357ddc4050ffad07d67b1e6de5f95ff","observation_id":"d9f711e9-29a0-4f1e-aaa1-459b9b5c1de8","resolution":{"observed_at":"2026-07-02T16:17:08.479848Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":"2409.02908","doi":"10.48550/arxiv.2409.02908","metadata_source":"arxiv_reference","pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":"arXiv (Cornell University)","work_id":"596ff052-1742-4a00-9e30-3f74803d705c","year":2024},"citing_paper":{"arxiv_id":"2607.01775","last_updated":"2026-07-02T06:45:43Z","snapshot_observed_at":"2026-08-05T08:13:48.395073Z","submitted_at":"2026-07-02T06:45:43Z","title":"Set Diffusion: Interpolating Token Orderings Between Autoregression and Diffusion for Fast and Flexible Decoding","version":1},"reference_index":95,"source":"arxiv_source","source_observed_at":"2026-07-03T17:30:39.458521Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2607.01775"},"observation_digest":"sha256:a0c2aa56d286575bc551227570d3577a88a52400b32fa581a27fb3f35421168c","observation_id":"d3ef2bcb-e6a8-4a4b-aaca-69f24e0ce52d","resolution":{"observed_at":"2026-07-03T17:38:43.525472Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:20.405209+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-07-12T03:56:26.770729Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.03236","last_updated":"2026-07-03T11:45:21Z","snapshot_observed_at":"2026-07-12T03:56:26.107275Z","submitted_at":"2026-07-03T11:45:21Z","title":"TACG: Trajectory-Aware Commit Gating for Diffusion Language Model Decoding","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-07-12T03:56:26.770729Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2607.03236"},"observation_digest":"sha256:0429ea484ae01a8aaf50eb800fcb9ede9e75ff75f0069ceed3db913793d2ff25","observation_id":"635f5026-d86e-4e52-b181-cf263d0ca561","resolution":{"observed_at":"2026-07-12T03:56:26.770729Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-02T06:02:09.152171Z","title":"arXiv preprint arXiv:2409.02908 , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.13188","last_updated":"2026-07-14T18:39:29Z","snapshot_observed_at":"2026-08-08T10:32:38.527196Z","submitted_at":"2026-07-14T18:39:29Z","title":"Concurrent Image Understanding and Generation: Self-Correcting Coupled Markov Jump Processes","version":1},"reference_index":51,"source":"arxiv_source","source_observed_at":"2026-08-02T06:02:09.152171Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2607.13188"},"observation_digest":"sha256:a3a7344eab186d35b7df87dc018f3550c5213fe8e2edf72042fad5e1a939b40b","observation_id":"9ecec2e8-ac61-4681-adcf-c9c8917fd018","resolution":{"observed_at":"2026-08-02T06:02:09.152171Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-02T14:47:40.972694Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling.arXiv preprint arXiv:2409.02908, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.14106","last_updated":"2026-05-07T16:23:06Z","snapshot_observed_at":"2026-08-09T09:48:28.365294Z","submitted_at":"2026-05-07T16:23:06Z","title":"Token Time Continuous Diffusion for Language Modeling","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-02T14:47:40.972694Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2607.14106"},"observation_digest":"sha256:74a2f1b78e002e37ae133635fcada976d22feb11d7de6939c667521465174899","observation_id":"0a2d653b-4760-4572-9d87-f627738dfb52","resolution":{"observed_at":"2026-08-02T14:47:40.972694Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-02T12:15:46.525224Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling.ArXiv, abs/2409.02908, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.24763","last_updated":"2026-06-04T22:21:08Z","snapshot_observed_at":"2026-08-08T21:01:25.245675Z","submitted_at":"2026-06-04T22:21:08Z","title":"CaRE Compute-aware Remasking Evaluation Protocol for Masked Diffusion Language Models","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-02T12:15:46.525224Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2607.24763"},"observation_digest":"sha256:d00b1295f06fb18414704ce7d6e90418f9a9eeab663cdb4d6f2f359061da01f2","observation_id":"7d5c9d81-3ace-4845-aefe-c6512916536e","resolution":{"observed_at":"2026-08-02T12:15:46.525224Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-01T14:25:35.962203Z","title":"arXiv preprint arXiv:2409.02908 , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.26504","last_updated":"2026-07-29T06:09:12Z","snapshot_observed_at":"2026-08-06T23:53:20.383703Z","submitted_at":"2026-07-29T06:09:12Z","title":"From Interface to Inference: Eliciting Any-Order Inference from Any-Order Models","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-01T14:25:35.962203Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2607.26504"},"observation_digest":"sha256:b532923a678b5d385cdf672cdbb6f2d0e5d487d893338c8b3ac8a13be7e6f940","observation_id":"82ad7559-2c90-4d00-81e4-7b299a6bae7b","resolution":{"observed_at":"2026-08-01T14:25:35.962203Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-01T08:41:06.695356Z","title":"Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.27372","last_updated":"2026-07-29T18:25:17Z","snapshot_observed_at":"2026-08-08T11:48:16.614235Z","submitted_at":"2026-07-29T18:25:17Z","title":"Explorative Modeling: Unlocking a Third Pretraining Axis and End-to-End Generation","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-01T08:41:06.695356Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2607.27372"},"observation_digest":"sha256:d79bebad00b86b539d8c23892d544c931aebfd22e2b8575c7b188005655b987d","observation_id":"b47c3290-5575-436a-ba1e-a7f2251738e0","resolution":{"observed_at":"2026-08-01T08:41:06.695356Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.02908","snapshot_observed_at":"2026-08-06T20:32:42.416092Z","title":"Masked diffusion models are secretly time- agnostic masked models and exploit inaccurate cate- gorical sampling,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.04624","last_updated":"2026-08-05T09:28:18Z","snapshot_observed_at":"2026-08-09T12:41:02.206177Z","submitted_at":"2026-08-05T09:28:18Z","title":"Masked diffusion enables coherent beat tracking","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-06T20:32:42.416092Z"},"links":{"cited_paper":"/paper/2409.02908","citing_paper":"/paper/2608.04624"},"observation_digest":"sha256:6fbcff3bc59e37a9e6eed9b7c975a7ff5af9351b9505b4cbcab4151158b351c9","observation_id":"11001fde-52df-48d1-b1df-f7d6d012b5aa","resolution":{"observed_at":"2026-08-06T20:32:42.416092Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2409.02908/citation-record","integrity":"/paper/2409.02908/integrity","json":"/paper/2409.02908/citation-record.json","paper":"/paper/2409.02908"},"outbound":[],"paper":{"arxiv_id":"2409.02908","last_updated":"2025-04-30T08:39:26Z","latest_version":6,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-09T12:40:33.547471Z","submitted_at":"2024-09-04T17:48:19Z","title":"Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling"},"reference_resolution":{"displayed":0,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":0,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":0},"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 0 of 0 outbound references and 47 inbound Pith citation observations for arXiv:2409.02908."}