Paper Citation Record · LEDGER

Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 35 inbound Pith citation observations for arXiv:2508.09192.

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

pith.paper-citation-record.v1
2508.09192 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 35 of 35 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:47:07.904096Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-11T03:07:51.302542Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 371879e1-9ea8-4d9b-9777-8da6103f9564 · inbound

Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models cites this paper.

Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T22:56:05.243293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0a8dbb5-30af-44c2-943a-fb7e41d63bb7 · inbound

DiffuMamba: High-Throughput Diffusion LMs with Mamba Backbone cites this paper.

DiffuMamba: High-Throughput Diffusion LMs with Mamba Backbone Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T21:20:36.811629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4febda56-29fd-4f78-bf8d-e93b4ac5d848 · inbound

Sparse-LaViDa: Sparse Multimodal Discrete Diffusion Language Models cites this paper.

Sparse-LaViDa: Sparse Multimodal Discrete Diffusion Language Models Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-03T16:21:37.455637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fa3ae24-2ffa-4706-ab84-f0ce3688bf0c · inbound

Efficient-DLM: From Autoregressive to Diffusion Language Models, and Beyond in Speed cites this paper.

Efficient-DLM: From Autoregressive to Diffusion Language Models, and Beyond in Speed Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-16T22:31:19.377014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 80cb5910-dc98-4708-bbaf-9054fa671408 · inbound

LLaDA2.0: Scaling Up Diffusion Language Models to 100B cites this paper.

LLaDA2.0: Scaling Up Diffusion Language Models to 100B Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-14T18:53:21.165818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4ff0739f-3e53-4ed9-93ed-b49c39341e9a · inbound

Tuning the Implicit Regularizer of Masked Diffusion Language Models: Enhancing Generalization via Insights from $k$-Parity cites this paper.

Tuning the Implicit Regularizer of Masked Diffusion Language Models: Enhancing Generalization via Insights from $k$-Parity Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T15:47:07.904096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 573904ef-79d6-42ec-8ed2-cc1f7117b26f · inbound

TEAM: Temporal-Spatial Consistency Guided Expert Activation for MoE Diffusion Language Model Acceleration cites this paper.

TEAM: Temporal-Spatial Consistency Guided Expert Activation for MoE Diffusion Language Model Acceleration Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-25T06:50:28.253720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a1ae33ed-2b7b-4845-a071-f745b86f920d · inbound

TEAM: Temporal-Spatial Consistency Guided Expert Activation for MoE Diffusion Language Model Acceleration cites this paper.

TEAM: Temporal-Spatial Consistency Guided Expert Activation for MoE Diffusion Language Model Acceleration Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T06:09:01.380728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03fea0fe-7425-4293-b49f-b96064012726 · inbound

Just on Time: Token-Level Early Stopping for Diffusion Language Models cites this paper.

Just on Time: Token-Level Early Stopping for Diffusion Language Models Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T06:06:07.546312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7e83cf6-6cc2-49d5-8c93-0fc4b1928088 · inbound

MAGE: All-[MASK] Block Already Knows Where to Look in Block Diffusion LLM cites this paper.

MAGE: All-[MASK] Block Already Knows Where to Look in Block Diffusion LLM Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T23:20:48.519943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47a1290f-5742-4fe3-bd48-d83febc5e97a · inbound

S2D2: Fast Decoding for Diffusion LLMs via Training-Free Self-Speculation cites this paper.

S2D2: Fast Decoding for Diffusion LLMs via Training-Free Self-Speculation Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-13T18:04:43.103159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 759723f9-c97e-4572-8090-3e37c1675dfe · inbound

STDec: Spatio-Temporal Stability Guided Decoding for dLLMs cites this paper.

STDec: Spatio-Temporal Stability Guided Decoding for dLLMs Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T00:25:53.966412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 88ff54b1-f87c-46ab-a3aa-7984640e6f5d · inbound

DMax: Aggressive Parallel Decoding for dLLMs cites this paper.

DMax: Aggressive Parallel Decoding for dLLMs Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 78

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:45:55.928058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0970f9db-cd53-430c-b996-d3d44ee124ee · inbound

DMax: Aggressive Parallel Decoding for dLLMs cites this paper.

DMax: Aggressive Parallel Decoding for dLLMs Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 78

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:47:40.244732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bee60b19-9432-444c-864a-b132c07368c5 · inbound

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion cites this paper.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:51:10.568636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation db33729d-9d96-4c00-bd34-6c81e7068bc5 · inbound

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion cites this paper.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:54:05.849326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2bbf6c2c-a71a-4036-85cd-18c5dd7be71d · inbound

TAD: Temporal-Aware Trajectory Self-Distillation for Fast and Accurate Diffusion LLM cites this paper.

TAD: Temporal-Aware Trajectory Self-Distillation for Fast and Accurate Diffusion LLM Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:46:26.185910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c52a5de6-aef5-451c-bd2c-61d28284385f · inbound

LEAP: Unlocking dLLM Parallelism via Lookahead Early-Convergence Token Detection cites this paper.

LEAP: Unlocking dLLM Parallelism via Lookahead Early-Convergence Token Detection Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-13T02:17:07.871900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1dbe12b3-6cc2-43bb-9d11-85f129b70aae · inbound

Mitigating Mask Prior Drift and Positional Attention Collapse in Large Diffusion Vision-Language Models cites this paper.

Mitigating Mask Prior Drift and Positional Attention Collapse in Large Diffusion Vision-Language Models Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T02:18:31.308658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d0e7dcf6-e875-4c63-98d1-618d80bff7a7 · inbound

Mitigating Mask Prior Drift and Positional Attention Collapse in Large Diffusion Vision-Language Models cites this paper.

Mitigating Mask Prior Drift and Positional Attention Collapse in Large Diffusion Vision-Language Models Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T21:49:05.343776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6ac180fb-bfe5-4425-89d5-966d71e62871 · inbound

PulseCol: Periodically Refreshed Column-Sparse Attention for Accelerating Diffusion Language Models cites this paper.

PulseCol: Periodically Refreshed Column-Sparse Attention for Accelerating Diffusion Language Models Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-21T05:09:38.694111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 645e2804-5718-4c0b-916a-24f3b14a8ece · inbound

Global Sketch-Based Watermarking for Diffusion Language Models cites this paper.

Global Sketch-Based Watermarking for Diffusion Language Models Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-07-02T08:16:47.310359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 12df4014-1975-4fc8-b393-40eafab798f0 · inbound

K-Forcing: Joint Next-K-Token Decoding via Push-Forward Language Modeling cites this paper.

K-Forcing: Joint Next-K-Token Decoding via Push-Forward Language Modeling Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-07-03T04:37:36.814564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 99107f4e-5489-455f-b217-aac794971e41 · inbound

Where to Place the Query? Unveiling and Mitigating Positional Bias in In-Context Learning for Diffusion LLMs via Decoding Dynamics cites this paper.

Where to Place the Query? Unveiling and Mitigating Positional Bias in In-Context Learning for Diffusion LLMs via Decoding Dynamics Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-07-01T09:25:40.654907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a5ec98ac-7034-4fe6-b559-8e847f49c87c · inbound

Multi-Block Diffusion Language Models cites this paper.

Multi-Block Diffusion Language Models Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:54:29.545321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6c9c2f61-1919-4699-84f5-3a2a646d92e1 · inbound

Multi-Block Diffusion Language Models cites this paper.

Multi-Block Diffusion Language Models Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-07-01T07:05:28.339969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7e83b426-0991-4d3c-9689-6bf0313127db · inbound

Training Hybrid Block Diffusion Language Models with Partial Bidirectionality cites this paper.

Training Hybrid Block Diffusion Language Models with Partial Bidirectionality Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T06:56:40.273325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e706d3c0-344d-43c8-9b9d-874096f7c36e · inbound

Parallelized Autoregressive Decoding for Omni-Modal Dense Video Captioning cites this paper.

Parallelized Autoregressive Decoding for Omni-Modal Dense Video Captioning Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 55

Resolution: unresolved; no resolver link, observed 2026-07-12T05:48:27.255331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a892ffd-781e-48f5-9a0a-a26fd6e4268e · inbound

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers cites this paper.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-11T13:03:39.236118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9044a0a-10c7-4999-8ba4-3666150c2e3c · inbound

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers cites this paper.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5589151-cc4a-4e0e-a515-93522f1abf2b · inbound

Nemotron-Labs-Diffusion: A Tri-Mode Language Model Unifying Autoregressive, Diffusion, and Self-Speculation Decoding cites this paper.

Nemotron-Labs-Diffusion: A Tri-Mode Language Model Unifying Autoregressive, Diffusion, and Self-Speculation Decoding Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 66

Resolution: verified exact; local_arxiv, observed 2026-07-11T03:07:51.333830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f9f93882-90ee-4fc3-8ca0-b0ce08a32030 · inbound

Seeing the End at Step Zero: Accelerating Diffusion MLLMs via MLP Sparsity-Aware Truncation cites this paper.

Seeing the End at Step Zero: Accelerating Diffusion MLLMs via MLP Sparsity-Aware Truncation Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-02T01:48:54.961029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fa7c5a7-4d43-4f7f-807b-637935195fb9 · inbound

FlowBlock: Wavefront-Parallel Decoding for Self-Correcting Diffusion Language Models cites this paper.

FlowBlock: Wavefront-Parallel Decoding for Self-Correcting Diffusion Language Models Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T17:28:55.605348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 078fdf11-a228-4a72-a34b-0718c43dab54 · inbound

Diffusion Language Model for Recommendation cites this paper.

Diffusion Language Model for Recommendation Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-01T07:16:00.425542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10406f89-3dfb-4774-a6fd-e8f1e0b5ad0f · inbound

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models cites this paper.

Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T22:20:08.760164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.