Paper Citation Record · LEDGER

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models

As of 19 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2607.29079.

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

pith.paper-citation-record.v1
2607.29079 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T14:08:23.318855Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

14 of 14 outbound references displayed

verified exact0
verified fuzzy0
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dd4555b5-af87-421c-82e9-6345bf4c5eb2 · outbound

This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:21.978715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed066de4-7f02-4d02-9d98-b4501b0bc38f · outbound

This paper cites an unresolved cited work.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:22.108062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54bb3844-a5cf-49e1-a556-990dcf086bfb · outbound

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

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:22.240025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45dd6107-1687-465b-9f44-57f8de0e197e · outbound

This paper cites Fast-dLLM++: Fr\'{e}chet Profile Decoding for Faster Diffusion LLM Inference.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models Fast-dLLM++: Fr\'{e}chet Profile Decoding for Faster Diffusion LLM Inference

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:22.353437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5926f531-21ea-44a6-aac7-e028c73bce69 · outbound

This paper cites an unresolved cited work.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:22.454479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1ebf354-8649-40a6-af2c-dced82ed2e0f · outbound

This paper cites an unresolved cited work.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:22.526830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2ad754b-610b-464b-8b41-2c7a8de9e4de · outbound

This paper cites an unresolved cited work.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:22.648522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff395fdc-b723-4c2c-8f8a-16449837977f · outbound

This paper cites an unresolved cited work.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:22.803501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be64ebd2-5e15-447d-ae85-2b393d9d0c2a · outbound

This paper cites dLLM-Cache: Accelerating Diffusion Large Language Models with Adaptive Caching.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models dLLM-Cache: Accelerating Diffusion Large Language Models with Adaptive Caching

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:22.881482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f5f4075-31cb-4fff-b2f0-431381531d15 · outbound

This paper cites Large Language Diffusion Models.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models Large Language Diffusion Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:23.005303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99c6974c-008d-435c-8b42-54835778678d · outbound

This paper cites Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:23.085654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5a08073-03ad-47be-96d7-8fc06ab571d3 · outbound

This paper cites LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:23.176270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a99759a8-4f6e-4a92-ac28-fd3616096aa3 · outbound

This paper cites Visual-Redundancy-Controlled Parallel Decoding for Diffusion-Based Multimodal Large Language Models.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models Visual-Redundancy-Controlled Parallel Decoding for Diffusion-Based Multimodal Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:23.240012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2652fe6f-b2f7-42b0-9736-b4010f0aef65 · outbound

This paper cites an unresolved cited work.

Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T14:08:23.318855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.