Pith. sign in

Paper Citation Record · LEDGER

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion

As of 5 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 2 inbound Pith citation observations for arXiv:2510.04525.

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

pith.paper-citation-record.v1
2510.04525 v2

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-18T10:06:40.530902Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T12:15:46.354324Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

17 of 17 outbound references displayed

  • verified exact9
  • verified fuzzy3
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a214e095-16a1-4f9e-9c7b-dd283e52158d · outbound

This paper cites Accelerated Sampling from Masked Diffusion Models via Entropy Bounded Unmasking.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion Accelerated Sampling from Masked Diffusion Models via Entropy Bounded Unmasking

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.596789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:3265663ac7776538d21826ccd22411e71cc505f9aac765b332b2dd0251119014

Observation 24cad107-a406-4041-9672-083de0ba2bc8 · outbound

This paper cites A Pytorch Reproduction of Masked Generative Image Transformer.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion A Pytorch Reproduction of Masked Generative Image Transformer

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.601961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:ae903e559467aded5057d0ae606019e50b5c627c625b41ebef06c0dd600aa2b5

Observation 1e8f73ef-062b-46b6-8eb1-a759bc08dfc1 · outbound

This paper cites Overcoming Dimensional Factorization Limits in Discrete Diffusion Models through Quantum Joint Distribution Learning.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion Overcoming Dimensional Factorization Limits in Discrete Diffusion Models through Quantum Joint Distribution Learning

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.606721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:bb5de634e3f2412a6e695bcbd6f9f9fb50c54b4c02211539eb7f6da47c0942e9

Observation 161a9820-3cca-476d-a5c3-78895d9a1c5c · outbound

This paper cites SpecMaskGIT: Masked Generative Modeling of Audio Spectrograms for Efficient Audio Synthesis and Beyond.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion SpecMaskGIT: Masked Generative Modeling of Audio Spectrograms for Efficient Audio Synthesis and Beyond

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.586548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:5f8137f55215d4c3556f6f8aef576a49d287d5fc32b75968211d56360c7c3fde

Observation 07dd6229-5adc-4b97-818b-d62c1f27489f · outbound

This paper cites VampNet: Music generation via masked acoustic token modeling.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion VampNet: Music generation via masked acoustic token modeling

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:12:33.703171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:362def049c97a1636a78322cf00da05cde1ae80b14f791feafefc483f0b2f07d

Observation b2f88e95-7ed5-48b1-9c7c-b906a9f39429 · outbound

This paper cites Reviving Any-Subset Autoregressive Models with Principled Parallel Sampling and Speculative Decoding.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion Reviving Any-Subset Autoregressive Models with Principled Parallel Sampling and Speculative Decoding

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.591470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:76734a2d0ce4e6dfd36c1df7315476285421f0a2ff74a7b01ca7bbf9262cb24b

Observation 331f9718-0159-4aa8-862a-5a2cbbbdd361 · outbound

This paper cites dKV-Cache: The Cache for Diffusion Language Models.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion dKV-Cache: The Cache for Diffusion Language Models

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.611613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:d1aba09c0bb2c45d0d2f10882498f1da05114a1833e9b64d76a4bb4cbd16eeca

Observation e735e15e-dfe5-4cf6-802d-cdf48ba0453e · outbound

This paper cites Large Language Diffusion Models.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion Large Language Diffusion Models

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-05-18T10:11:14.616968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:d5d14d18a4145369919bb0b605319ff6f223a778de2cc2871f96539760c52ec0

Observation 106c8f99-ef35-4248-ac88-3957840bf714 · outbound

This paper cites Z., Bezemek, Z., Patel, S., Rector-Brooks, J., Yao, S., Bose, A.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion Z., Bezemek, Z., Patel, S., Rector-Brooks, J., Yao, S., Bose, A

Reference 9

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T10:11:14.581107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:0bb4b019a763f09accba9859f7af1866aae8415fc9127d0a7217a5af47f2ab84

Observation bf87f101-c6c6-4d7a-a82c-30b952e859a5 · outbound

This paper cites Fast solvers for discrete diffusion models: Theory and applications of high-order algorithms.arXiv preprint arXiv:2502.00234.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion Fast solvers for discrete diffusion models: Theory and applications of high-order algorithms.arXiv preprint arXiv:2502.00234

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.569981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:ba39471347ac1ce1339b3eb50a464f5e0bb02ed84c3b158d7f10817fc3a3a28e

Observation d7c7c680-08b7-49ed-8e32-538141309ef6 · outbound

This paper cites Di$\mathtt{[M]}$O: Distilling Masked Diffusion Models into One-step Generator.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion Di$\mathtt{[M]}$O: Distilling Masked Diffusion Models into One-step Generator

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.575324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:12e266b9ffb73bfa0dbe44b1f43372c8a7e8ce6d4d2ff3454421b487c8169b6c

Observation f68fa3be-ca7c-4da4-a133-89ca9a02d70b · outbound

This paper cites an unresolved cited work.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-18T10:12:33.687219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:367d48ad715a03ffaba3d74e9f849955474a6eed0f65df919c4fac9c8faa008c

Observation 06c29c93-cf48-4e45-9704-970f82e935c7 · outbound

This paper cites an unresolved cited work.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-18T10:12:33.690296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:bd3a5acc35d5997e602ce9a74790a213aaca43ebffb54bef260cc38c510b86a5

Observation 0c4cdc89-cedb-4e1f-98bf-21a0b7dc3d15 · outbound

This paper cites an unresolved cited work.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-18T10:12:33.693329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:832f0a67baf874613ce7b8fe10435fcabdcf3da13cf6fe3d941fb20d191c20cd

Observation 62a472d1-8954-4277-bce4-6373e68bee23 · outbound

This paper cites an unresolved cited work.

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-18T10:12:33.706229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:1647eae143e05290e43a6cb98d4e71ae9a3f0037ff6104cf43c8661028e700db

Observation 8d16ebd2-1419-4c3c-980d-2eb4f32127db · outbound

This paper cites It was trained on the OpenWebText dataset (Gokaslan & Cohen, 2019).

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion It was trained on the OpenWebText dataset (Gokaslan & Cohen, 2019)

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:12:33.696990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:0e28995275c5c2e5b4d4b4fb9d0ae36a2c7ea02f0ddad52c57ecd427bf4f0161

Observation b59f35e0-e503-41d3-91a0-5ef698edfafa · outbound

This paper cites We used the implementation of Deschenaux & Gulcehre (2025).

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion We used the implementation of Deschenaux & Gulcehre (2025)

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:12:33.699711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:5d8170c0e494741b44ac50e378c0dc7838692e7b79ee24f120526bd994600157

Pith citing papers

Observation 47477957-9f8b-4f6c-aa0d-847af1c8130e · inbound

CaRE Compute-aware Remasking Evaluation Protocol for Masked Diffusion Language Models cites this paper.

CaRE Compute-aware Remasking Evaluation Protocol for Masked Diffusion Language Models Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-02T12:15:46.354324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T12:15:46.354324Z digest=sha256:32ca251589ea5b9701898394cefebc1eb483e732b43d59f13b2a685acfa37653

Observation 7fea9b39-0bd0-4c56-a9f3-a483d64d5842 · inbound

From Interface to Inference: Eliciting Any-Order Inference from Any-Order Models cites this paper.

From Interface to Inference: Eliciting Any-Order Inference from Any-Order Models Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-01T14:25:38.986668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T14:25:38.986668Z digest=sha256:53c879c33cacd2ac3d5aa40fcc4c2f10a4d7fb35cf1df55aa1dfb4d9fd93cd8d