Paper Citation Record · LEDGER

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models

As of 10 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2602.19619.

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

pith.paper-citation-record.v1
2602.19619 v2

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T21:39:44.634481Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

19 of 19 outbound references displayed

verified exact0
verified fuzzy0
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 711a0c53-dd22-4a93-a912-8aee86819a1a · outbound

This paper cites F., and Chen, L.-C.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models F., and Chen, L.-C

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:42.173026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53ed7e87-cfc8-4a0d-b11d-f2eb1c39c0b8 · outbound

This paper cites ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:42.991412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cc9717d-e422-460b-9333-e9b4166a48f8 · outbound

This paper cites Discrete diffu- sion models: Novel analysis and new sampler guarantees.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models Discrete diffu- sion models: Novel analysis and new sampler guarantees

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:43.073547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32239c75-7daf-4b7b-ab23-b07ff7349abe · outbound

This paper cites an unresolved cited work.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:43.566322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33d60e93-cfc7-42b3-9fd1-64304e813eea · outbound

This paper cites S., and Kuleshov, V.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models S., and Kuleshov, V

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:43.863495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a5db333-f2c0-4a0f-afa7-b97306455b5e · outbound

This paper cites L., Juergens, D., Bennett, N.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models L., Juergens, D., Bennett, N

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:44.043473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f55dbfc-d1bd-43f4-8f2d-9a95d6bc1271 · outbound

This paper cites Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:44.217314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2070ea5-b0a7-4c19-9d14-cbf134800447 · outbound

This paper cites an unresolved cited work.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:44.490441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 088cf545-93b4-4784-93e6-ad9d08c6fafa · outbound

This paper cites Each truncated row is then renormalized to sum to one.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models Each truncated row is then renormalized to sum to one

Reference 206

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:44.634481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2f8be6c-e272-49fa-ac96-de9ff08850a7 · outbound

This paper cites Mask-Predict: Parallel Decoding of Conditional Masked Language Models.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models Mask-Predict: Parallel Decoding of Conditional Masked Language Models

Reference 1996

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:42.685948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad21b179-0d2e-439a-87cc-7e65a6f7cf65 · outbound

This paper cites D., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., et al.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models D., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., et al

Reference 2006

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:42.445660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caa8d4d2-90d4-420e-8024-f4f632010c74 · outbound

This paper cites Large Language Diffusion Models.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models Large Language Diffusion Models

Reference 2012

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:43.453715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf109526-ad45-4944-b487-a5f5f3827e86 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:43.688810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f16092b3-a21c-4d72-9b98-0e6ab68eb2e9 · outbound

This paper cites The Llama 3 Herd of Models.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models The Llama 3 Herd of Models

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:42.796224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 441dd82b-e949-46cf-adac-f24b911c87f5 · outbound

This paper cites Optimal inference sched- ules for masked diffusion models.arXiv preprint arXiv:2511.04647,.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models Optimal inference sched- ules for masked diffusion models.arXiv preprint arXiv:2511.04647,

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:42.612728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f8abc70-3121-47fc-a782-414b6d1091e5 · outbound

This paper cites inaccurate oracle SEDD.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models inaccurate oracle SEDD

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:44.354633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32ab54ad-e747-4ab7-9dd5-56efe3b020c4 · outbound

This paper cites The Curious Case of Neural Text Degeneration.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models The Curious Case of Neural Text Degeneration

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:42.890360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d0a5979-9037-4891-b8c0-fc7c78655483 · outbound

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

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:43.195753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc4650ba-3a04-4d6a-8820-3350df2f9fb4 · outbound

This paper cites Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models.

Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-02T21:39:42.336691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.