Paper Citation Record · LEDGER

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models

As of 5 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2605.27352.

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

pith.paper-citation-record.v1
2605.27352 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T18:55:55.974028Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

49 of 49 outbound references displayed

verified exact9
verified fuzzy0
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ce957fa8-12fd-4487-b7f0-2147746ae927 · outbound

This paper cites Deep unsupervised learning using nonequilibrium thermodynamics.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Deep unsupervised learning using nonequilibrium thermodynamics

Reference 1

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Source-reported events for the cited work

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Observation 583d34e5-f7e7-40ca-a514-8b2c6c859223 · outbound

This paper cites Denoising diffusion probabilistic models.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Denoising diffusion probabilistic models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 2999c168-740b-4fda-9168-d80936f4b215 · outbound

This paper cites Johnson, Jonathan Ho, Daniel Tarlow, and Rianne van den Berg.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Johnson, Jonathan Ho, Daniel Tarlow, and Rianne van den Berg

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation ae6d856c-ed16-4120-8340-6f4a1227ea51 · outbound

This paper cites Large language diffusion models.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Large language diffusion models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 22f341ef-5b3a-413f-b176-f81bf740c17c · outbound

This paper cites Digress: Discrete denoising diffusion for graph generation.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Digress: Discrete denoising diffusion for graph generation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation a5cbf3fd-76e0-43c4-ae56-e2065d6aa787 · outbound

This paper cites Generative diffusion models on graphs: methods and applications.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Generative diffusion models on graphs: methods and applications

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

Source-reported events for the cited work

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Observation 2899fbbe-3453-407c-9a5e-43328c007690 · outbound

This paper cites A continuous time framework for discrete denoising models.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models A continuous time framework for discrete denoising models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

Source-reported events for the cited work

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Observation 3b3d24fe-e38d-4505-9dd7-8704ad866e64 · outbound

This paper cites Diffusion models in de novo drug design.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Diffusion models in de novo drug design

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation fde5f034-1e57-49d4-838c-8e8d5684d5df · outbound

This paper cites Unlocking guidance for discrete state-space diffusion and flow models.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Unlocking guidance for discrete state-space diffusion and flow models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 3b1f0629-c1c9-46e5-880f-785243d63fb1 · outbound

This paper cites Kingma, Abhishek Kumar, Stefano Ermon, and Ben Poole.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Kingma, Abhishek Kumar, Stefano Ermon, and Ben Poole

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6861bcf7-204d-463b-8fa1-df5f8d300ef0 · outbound

This paper cites Stochastic Runge-Kutta Methods: Provable Acceleration of Diffusion Models.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Stochastic Runge-Kutta Methods: Provable Acceleration of Diffusion Models

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-06-29T19:03:51.428834Z

Source-reported events for the cited work

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Observation 046267fb-7264-41b6-ac03-1b35fa8b7f10 · outbound

This paper cites Broadening target distributions for accelerated diffusion models via a novel analysis approach.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Broadening target distributions for accelerated diffusion models via a novel analysis approach

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation bfed0f13-67f7-4f46-aba5-5a6a11b9f811 · outbound

This paper cites Faster Diffusion Models via Higher-Order Approximation.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Faster Diffusion Models via Higher-Order Approximation

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-06-29T19:03:51.434648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 598fcfde-49f8-4d9c-b077-ca13a40c8769 · outbound

This paper cites Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Masked diffusion models are secretly time-agnostic masked models and exploit inaccurate categorical sampling

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation ebe6f776-f233-47a4-90f0-903110c3c721 · outbound

This paper cites Informed correctors for discrete diffusion models.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Informed correctors for discrete diffusion models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 08118fb4-8ee7-4a27-b999-b21b051e2173 · outbound

This paper cites Learning flexible for- ward trajectories for masked molecular diffusion.arXiv preprint arXiv:2505.16790.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Learning flexible for- ward trajectories for masked molecular diffusion.arXiv preprint arXiv:2505.16790

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-29T19:03:51.434150Z

Source-reported events for the cited work

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Observation e865d6bf-6a3e-45d0-9a7a-0e023716fb0c · outbound

This paper cites Mg-diff: A novel molecular graph diffusion model for molecular generation and optimization.PLOS ONE, 2025.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Mg-diff: A novel molecular graph diffusion model for molecular generation and optimization.PLOS ONE, 2025

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation de04dff7-682f-445e-8720-c96fe6778f69 · outbound

This paper cites The Diffusion Duality, Chapter II: $\Psi$-Samplers.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models The Diffusion Duality, Chapter II: $\Psi$-Samplers

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-06-29T19:03:51.454669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5ae73e8b-d6b6-4721-bc6f-0235dd281159 · outbound

This paper cites Convergence of score-based discrete diffusion models: A discrete-time analysis.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Convergence of score-based discrete diffusion models: A discrete-time analysis

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 98d39cff-5966-4b85-acb3-f8beae882fe2 · outbound

This paper cites Discrete diffusion models: Novel analysis and new sampler guarantees.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Discrete diffusion models: Novel analysis and new sampler guarantees

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 1b65c296-cf9d-4596-999f-dcc658eaec96 · outbound

This paper cites Rotskoff, Molei Tao, and Lexing Ying.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Rotskoff, Molei Tao, and Lexing Ying

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation dffd67e7-d29b-47c5-b4f6-ec61947162e3 · outbound

This paper cites Rotskoff, and Lexing Ying.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Rotskoff, and Lexing Ying

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 14af5042-dffb-40c2-8799-b33db155b34a · outbound

This paper cites Efficient Sampling with Discrete Diffusion Models: Sharp and Adaptive Guarantees.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Efficient Sampling with Discrete Diffusion Models: Sharp and Adaptive Guarantees

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-01T02:17:44.303372Z

Source-reported events for the cited work

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Observation 25484d2d-b61e-4d04-895c-70711ceb9230 · outbound

This paper cites Non-asymptotic convergence of discrete diffusion models: Masked and random walk dynamics.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Non-asymptotic convergence of discrete diffusion models: Masked and random walk dynamics

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-29T19:03:51.427757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2cf60989-8543-4132-925c-51e7abd12de3 · outbound

This paper cites Discrete Markov probabilistic models: An improved discrete score-based framework with sharp con- vergence bounds under minimal assumptions.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Discrete Markov probabilistic models: An improved discrete score-based framework with sharp con- vergence bounds under minimal assumptions

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 929c20e3-ae53-4adc-a46d-5c1f468cb7fc · outbound

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

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Convergence Analysis of Discrete Diffusion Model: Exact Implementation through Uniformization

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-06-29T19:03:51.436867Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9f684d7f-e69e-4de5-bfcc-3d3e0141f4f0 · outbound

This paper cites Dimension-Free Convergence of Discrete Diffusion Models: Adjoint Equations Induce the Right Space.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Dimension-Free Convergence of Discrete Diffusion Models: Adjoint Equations Induce the Right Space

Reference 27

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Observation af14ffc5-5d06-4bb3-b26d-6d1890650024 · outbound

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From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation d4e49aaa-f39a-4311-b697-c0cc42922a44 · outbound

This paper cites Discrete diffusion modeling by estimating the ratios of the data distribution.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Discrete diffusion modeling by estimating the ratios of the data distribution

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 5863ec88-e311-4784-b9d4-1da351b37361 · outbound

This paper cites Kelly.Reversibility and Stochastic Networks.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Kelly.Reversibility and Stochastic Networks

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 8af8ed0b-fcce-48a2-8c7b-bc03c7fb1b79 · outbound

This paper cites Levin, Yuval Peres, and Elizabeth L.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Levin, Yuval Peres, and Elizabeth L

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 08f869d7-c904-496b-bd9c-4613a434b973 · outbound

This paper cites Reverse transition kernel: A flexible framework to accelerate diffusion inference.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Reverse transition kernel: A flexible framework to accelerate diffusion inference

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation a8101e3d-0fa9-4dd5-81e4-104469fa06c3 · outbound

This paper cites Sharp convergence rates for masked diffusion models, 2026 b.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Sharp convergence rates for masked diffusion models, 2026 b

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-06-29T19:03:51.397776Z

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Observation 253efd88-1094-40b6-a581-4d29c4eeb121 · outbound

This paper cites Musegan: Multi-track sequential generative adversarial networks for symbolic music generation and accompaniment.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Musegan: Multi-track sequential generative adversarial networks for symbolic music generation and accompaniment

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 0a4b30d9-29a9-4430-b90d-6dd9d75cd71b · outbound

This paper cites Theory on score-mismatched diffusion models and zero-shot conditional samplers.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Theory on score-mismatched diffusion models and zero-shot conditional samplers

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation d8676ee6-5da9-4244-839e-35be76981da9 · outbound

This paper cites Accelerating convergence of score-based diffusion models, provably.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Accelerating convergence of score-based diffusion models, provably

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 3ad1bdcf-a518-44d4-818f-a8e6e363e4f1 · outbound

This paper cites Stochastic relaxation, gibbs distributions, and the bayesian restoration of images.IEEE Transactions on Pattern Analysis and Machine Intelligence, 1984.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Stochastic relaxation, gibbs distributions, and the bayesian restoration of images.IEEE Transactions on Pattern Analysis and Machine Intelligence, 1984

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation b6238a6b-6d6c-4a98-ac3e-bbf6c28e93e2 · outbound

This paper cites A polynomial time MCMC method for sampling from continuous determinantal point processes.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models A polynomial time MCMC method for sampling from continuous determinantal point processes

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation f3d30ff2-22b3-4416-9f62-2ed6d2305e8e · outbound

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From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 421cbe96-d914-45d3-aa5e-0f47839f3eb3 · outbound

This paper cites Dimension-free mixing times of Gibbs samplers for Bayesian hierarchical models.The Annals of Statistics, 52(3):869 – 894, 2024.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Dimension-free mixing times of Gibbs samplers for Bayesian hierarchical models.The Annals of Statistics, 52(3):869 – 894, 2024

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

Source-reported events for the cited work

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Observation 0ed451f9-3f33-4f7b-89a7-3e65f73841d5 · outbound

This paper cites Parallel gibbs sampling: From colored fields to thin junction trees.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Parallel gibbs sampling: From colored fields to thin junction trees

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation aa1606d9-d477-4cf2-bf6f-a955afd0f1d7 · outbound

This paper cites Discrete predictor- corrector diffusion models for image synthesis.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Discrete predictor- corrector diffusion models for image synthesis

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

Source-reported events for the cited work

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Observation c8a3dac8-99b1-41f9-8ad7-2bb8c32a0926 · outbound

This paper cites Language models are unsupervised multitask learners.OpenAI, 2019.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Language models are unsupervised multitask learners.OpenAI, 2019

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation f2e7e052-f3f2-41bd-97e6-d71c68c21c6b · outbound

This paper cites Split gibbs discrete diffusion posterior sampling.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Split gibbs discrete diffusion posterior sampling

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-06-29T19:03:51.406844Z

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Observation ea543e8b-fa27-4ca4-9207-8f18f946d34f · outbound

This paper cites Improved analysis of score-based generative modeling: user-friendly bounds under minimal smoothness assumptions.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Improved analysis of score-based generative modeling: user-friendly bounds under minimal smoothness assumptions

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 5e171c55-f56d-40fb-96d4-853edc6997d5 · outbound

This paper cites Bobkov and Prasad Tetali.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Bobkov and Prasad Tetali

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

Source-reported events for the cited work

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Observation 42de999d-b033-4d31-b870-d470ca03fa31 · outbound

This paper cites an unresolved cited work.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation f2d6e5c4-d52f-496e-b2e9-c3f36c731ee5 · outbound

This paper cites an unresolved cited work.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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Observation 694657f4-c1e2-4826-9c0e-d1a7f9344e18 · outbound

This paper cites X xτ ˜pT−t k,τ|η kℓ(xτ |xηkℓ)gτ(xτ)−g τ(xηkℓ) # ≲E xηk ℓ∼˜pT−t k ,ηk ℓ.

From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models X xτ ˜pT−t k,τ|η kℓ(xτ |xηkℓ)gτ(xτ)−g τ(xηkℓ) # ≲E xηk ℓ∼˜pT−t k ,ηk ℓ

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-29T18:55:55.974028Z

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