Paper Citation Record · LEDGER

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models

As of 6 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2606.01026.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2606.01026 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T17:36:35.301332Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact2
verified fuzzy0
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch11

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4ad603b0-8836-413d-8c5d-5d7862d14b6a · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Advances in Neural Information Processing Systems , volume=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea309e36-a68c-4ed9-8a31-372fcc251607 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Advances in Neural Information Processing Systems , volume=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f6a3694-d1d5-4f20-9bda-2434f05a9241 · outbound

This paper cites Proceedings of the 41st International Conference on Machine Learning , pages=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Proceedings of the 41st International Conference on Machine Learning , pages=

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26637737-9077-447d-bb47-571ab89ee13c · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Advances in Neural Information Processing Systems , volume=

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dfe7a5a-e145-46cc-90cb-c1dd5fb59ffc · outbound

This paper cites Dream 7B: Diffusion Large Language Models.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Dream 7B: Diffusion Large Language Models

Reference 5

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T20:56:14.026241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 19ffc7cb-393c-4414-8a3d-dc4d33066a06 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Advances in Neural Information Processing Systems , volume=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f4d7175-93a0-4e72-8896-822386c558f7 · outbound

This paper cites International Conference on Learning Representations , year=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models International Conference on Learning Representations , year=

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaa849a2-1856-410d-87d5-fd221e87b5f3 · outbound

This paper cites Advances in Neural Information Processing Systems , pages=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Advances in Neural Information Processing Systems , pages=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b476f25a-e6f8-42e5-9d07-3ae112a0f6e8 · outbound

This paper cites International Conference on Learning Representations , year=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models International Conference on Learning Representations , year=

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41dbf2dc-9c39-49db-8004-21e6ddc356ef · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Advances in Neural Information Processing Systems , volume=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a04a19f-d222-4dab-9a05-396972657d3e · outbound

This paper cites Wide-In, Narrow-Out: Revokable Decoding for Efficient and Effective.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Wide-In, Narrow-Out: Revokable Decoding for Efficient and Effective

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19bee20f-712b-48ce-a573-144d213b53c0 · outbound

This paper cites arXiv preprint arXiv:2510.05090 , year=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models arXiv preprint arXiv:2510.05090 , year=

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-07-01T20:56:14.029172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 97f53c21-6c33-4bdf-aca3-9bff2785fdf8 · outbound

This paper cites an unresolved cited work.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a1dbdbc-bec2-4398-a2a3-bfda6fc2c093 · outbound

This paper cites an unresolved cited work.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec22c37c-24b5-475f-b134-9330506c1cba · outbound

This paper cites Remask, Don't Replace: Token-to-Mask Refinement in Diffusion Large Language Models.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Remask, Don't Replace: Token-to-Mask Refinement in Diffusion Large Language Models

Reference 15

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T20:56:14.016030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a41672bd-9a99-44ff-86fa-147fde31d194 · outbound

This paper cites International Conference on Learning Representations , year=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models International Conference on Learning Representations , year=

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa99db19-9125-438d-8faa-78ac40bb6b15 · outbound

This paper cites Fine-Tuning Masked Diffusion for Provable Self-Correction.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Fine-Tuning Masked Diffusion for Provable Self-Correction

Reference 17

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T20:56:14.007397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 31aa9d45-047c-4726-bc8f-116d657014ce · outbound

This paper cites Learn from Your Mistakes: Self-Correcting Masked Diffusion Models.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Learn from Your Mistakes: Self-Correcting Masked Diffusion Models

Reference 18

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T20:56:14.015847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cd13be57-872f-4bb4-904e-3b3abc74d9d8 · outbound

This paper cites an unresolved cited work.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4a59fa9-2964-450f-9298-7b77a7fa39e9 · outbound

This paper cites Corrective diffusion language models.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Corrective diffusion language models

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T20:56:14.018341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2d61ce36-5d4a-4618-b79a-feab27d83c2e · outbound

This paper cites an unresolved cited work.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7d10549-270f-4b03-92df-b52d02236d7f · outbound

This paper cites an unresolved cited work.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37e9569d-cb7d-421a-98a8-52b379c4ef17 · outbound

This paper cites an unresolved cited work.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9125ec7c-9c28-42b4-9b8b-a8183769ad02 · outbound

This paper cites arXiv preprint arXiv:2602.01362 , year=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models arXiv preprint arXiv:2602.01362 , year=

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-01T20:56:14.013451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f1b0e280-8155-4f0c-b10e-456686ed8b96 · outbound

This paper cites Proceedings of the 42nd International Conference on Machine Learning , pages=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Proceedings of the 42nd International Conference on Machine Learning , pages=

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 603c5a8e-fd46-4112-b8fe-ba7207f014ac · outbound

This paper cites Lost in Diffusion: Uncovering Hallucination Patterns and Failure Modes in Diffusion Large Language Models.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Lost in Diffusion: Uncovering Hallucination Patterns and Failure Modes in Diffusion Large Language Models

Reference 26

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T20:56:14.018452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c4aa4648-f9bd-4faa-a666-fe71c29bd18d · outbound

This paper cites an unresolved cited work.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8bd3436-49d0-4a66-b254-ae4d0e2a1542 · outbound

This paper cites an unresolved cited work.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ae7943f-14e8-40cc-b9c6-dbf569a01c8c · outbound

This paper cites Early Decisions Matter: Proximity Bias and Initial Trajectory Shaping in Non-Autoregressive Diffusion Language Models.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Early Decisions Matter: Proximity Bias and Initial Trajectory Shaping in Non-Autoregressive Diffusion Language Models

Reference 29

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T20:56:14.021004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6e8fab4a-d601-4791-a74c-3b8b28936a35 · outbound

This paper cites Introspective Diffusion Language Models.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Introspective Diffusion Language Models

Reference 30

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T20:56:14.001975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bef204b7-0775-4d2b-9eb8-580b96d8ebe3 · outbound

This paper cites International Conference on Learning Representations , year=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models International Conference on Learning Representations , year=

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17eaa8a1-88ca-4438-810b-c727bdca8f54 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Advances in Neural Information Processing Systems , volume=

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a88ae2b8-022e-4099-995e-8ee5c073a834 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Training Verifiers to Solve Math Word Problems

Reference 33

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T20:56:13.996502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0cca49b6-0b29-4c69-aee5-e9d171faea72 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Evaluating Large Language Models Trained on Code

Reference 34

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T20:56:13.998894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e06f8513-6018-4e7a-8610-8a611d8797e2 · outbound

This paper cites Program Synthesis with Large Language Models.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Program Synthesis with Large Language Models

Reference 35

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T20:56:14.023819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6d138ea9-4800-48eb-ac30-d0f4d8ac524a · outbound

This paper cites International Conference on Learning Representations , year=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models International Conference on Learning Representations , year=

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9b9c338-4830-4bc0-b720-f3531a77409c · outbound

This paper cites Hugging Face Blog , year=.

Revise, Don't Freeze: Sampler-Matched Training for Self-Correcting Masked Diffusion Language Models Hugging Face Blog , year=

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-28T17:36:35.301332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.