Paper Citation Record · LEDGER

What Exactly Does Guidance Do in Masked Discrete Diffusion Models

As of 20 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 2 inbound Pith citation observations for arXiv:2506.10971.

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

pith.paper-citation-record.v1
2506.10971 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:21:17.217732Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:34:11.537229Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-12T00:34:12.516007Z

Reference resolution

33 of 33 outbound references displayed

verified exact0
verified fuzzy9
unresolved24
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f55db650-5b27-4797-9bfa-ee925279b2c0 · outbound

This paper cites Austin, D.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Austin, D

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:21:18.997429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 15a0c391-0c9b-4ed8-9a3d-9cbf6511292f · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:21:18.986158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f20ee2b1-3b30-4ba9-bac0-83b56f00e596 · outbound

This paper cites Classifier-Free Guidance is a Predictor-Corrector.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Classifier-Free Guidance is a Predictor-Corrector

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T04:21:14.786768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6993ac2-1ae9-4e1e-a8c5-32d724173f09 · outbound

This paper cites Campbell, J.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Campbell, J

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:21:18.974515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0b01b812-045f-4939-8700-e48f3adf9ffa · outbound

This paper cites Convergence Analysis of Discrete Diffusion Model: Exact Implementation through Uniformization.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Convergence Analysis of Discrete Diffusion Model: Exact Implementation through Uniformization

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T04:21:14.916639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c05cd0c5-3938-46dc-9834-68acf7caabcd · outbound

This paper cites What does guidance do? A fine-grained analysis in a simple setting.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models What does guidance do? A fine-grained analysis in a simple setting

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T04:21:15.018685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d7930f7-279e-4446-95d0-47372e38c993 · outbound

This paper cites Dhariwal and A.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Dhariwal and A

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:21:18.962211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 75e3439d-4200-440e-ae68-007708baa014 · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:21:18.949775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d3cc85d1-5762-4a36-9448-8caad60546ff · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:21:18.938627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7b3537d1-d0ff-407f-8a47-80e828025d13 · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:21:18.926639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c53ad26c-6167-496b-aad5-0690729c0773 · outbound

This paper cites Gruver, S.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Gruver, S

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:21:18.914502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bc4411ea-b757-4f7c-ab93-0233491bc517 · outbound

This paper cites Plug-and-Play Controllable Generation for Discrete Masked Models.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Plug-and-Play Controllable Generation for Discrete Masked Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T04:21:15.495559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3106fb8d-156c-42cd-99b7-e3d933065b5b · outbound

This paper cites SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular Control.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular Control

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T04:21:15.553698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 753e7251-5909-41ac-9fb7-66686b169381 · outbound

This paper cites Ho and T.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Ho and T

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:21:18.902746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2c172ee8-a5aa-46b4-9b54-a546fd2bb910 · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T04:21:15.690181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d13661ce-76c6-4535-9315-5820f73d102d · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:21:18.884872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 847f0386-41dc-4c4c-a5d5-565449246f26 · outbound

This paper cites Huang, L.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Huang, L

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:21:18.874182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3df04501-9725-4f14-b6f2-a51b3a20ac29 · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:21:18.863938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2ee9851f-7ba2-4e32-b8d0-49ee7a74f9f9 · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:21:18.852768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0701ce96-8b2c-4afa-8eab-461f73caaa93 · outbound

This paper cites Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T04:21:16.036070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58a55ab7-6989-4b96-9297-36c69064fb57 · outbound

This paper cites Lovelace, V.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Lovelace, V

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:21:18.841690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7cfc5734-010b-452f-b464-d6068bf98488 · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:21:18.830755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2ec655c3-267e-43b1-b32c-6211b024601d · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:21:18.818123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9f0c3f5d-19ea-4d80-8940-fa624bb04ec6 · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:21:18.602906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2f96295c-8014-45c9-93af-8414d35473c5 · outbound

This paper cites Unlocking Guidance for Discrete State-Space Diffusion and Flow Models.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unlocking Guidance for Discrete State-Space Diffusion and Flow Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T04:21:16.378110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2f17ce6-4166-41ff-b428-f9cb7b62ff58 · outbound

This paper cites Your Absorbing Discrete Diffusion Secretly Models the Conditional Distributions of Clean Data.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Your Absorbing Discrete Diffusion Secretly Models the Conditional Distributions of Clean Data

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T04:21:16.453088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22f42014-8bc9-4470-b9ae-ea081ec5e84f · outbound

This paper cites Saharia, W.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Saharia, W

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:21:18.340368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b5257630-889b-4242-aa4f-1f6d25db8213 · outbound

This paper cites Sahoo, M.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Sahoo, M

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:21:18.115975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ff8c540b-ccfc-4606-a91e-f73b921463fc · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:21:17.862550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b4200292-beae-4bee-ae8f-6990294829a9 · outbound

This paper cites an unresolved cited work.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:21:17.639552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3e74b3f4-b1f5-4c16-8db4-1b3fed112b88 · outbound

This paper cites Dirichlet Flow Matching with Applications to DNA Sequence Design.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Dirichlet Flow Matching with Applications to DNA Sequence Design

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T04:21:16.820876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14288a94-00d2-42a9-a57c-573eb89aa12d · outbound

This paper cites Theoretical Insights for Diffusion Guidance: A Case Study for Gaussian Mixture Models.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Theoretical Insights for Diffusion Guidance: A Case Study for Gaussian Mixture Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T04:21:16.962946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbded892-4acd-4ff2-9bcb-deca324db64f · outbound

This paper cites Xiong, H.

What Exactly Does Guidance Do in Masked Discrete Diffusion Models Xiong, H

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T04:21:17.217732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1a18c404-a64c-4c47-aefa-deff5ee1ae08 · inbound

Discrete Diffusion Models: A Unified Framework from Tokenization to Generation cites this paper.

Discrete Diffusion Models: A Unified Framework from Tokenization to Generation What Exactly Does Guidance Do in Masked Discrete Diffusion Models

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-02T05:17:32.147264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12fe475c-6e83-45a8-9a13-a70f195989b6 · inbound

Commitment Before Realization: When Classifier-Free Guidance Becomes Unnecessary in Masked Diffusion Language Models cites this paper.

Commitment Before Realization: When Classifier-Free Guidance Becomes Unnecessary in Masked Diffusion Language Models What Exactly Does Guidance Do in Masked Discrete Diffusion Models

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-08-12T00:34:12.521466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.