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Paper Citation Record · LEDGER

dKV-Cache: The Cache for Diffusion Language Models

As of 20 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 55 inbound Pith citation observations for arXiv:2505.15781.

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

pith.paper-citation-record.v1
2505.15781 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:17:12.775410Z

measured 121 of 121 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 55 of 55 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:52:33.405224Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

66 of 66 outbound references displayed

  • verified exact1
  • verified fuzzy12
  • unresolved53
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation d05c9d99-b5af-4e7b-a497-4beefb4de395 · outbound

This paper cites GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints.

dKV-Cache: The Cache for Diffusion Language Models GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints

Reference 1

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source=pdf_text observed=2026-08-07T15:17:06.940236Z digest=sha256:07014b6e4bff1c963c63abc44034de9dbbc388220b365353d57178ac91db31fe

Observation ce32cf25-2178-4f26-8a00-1d88bb8d9c1a · outbound

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

dKV-Cache: The Cache for Diffusion Language Models Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Reference 2

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source=pdf_text observed=2026-08-07T15:17:07.009204Z digest=sha256:b4eeaf7bc2eb0870d59867f70d6a3b83a4d88db21e9efee743f057f20f24e6a3

Observation 0d3d7e69-803a-4889-9444-57ca3482b62e · outbound

This paper cites Structured denoising diffusion models in discrete state-spaces.

dKV-Cache: The Cache for Diffusion Language Models Structured denoising diffusion models in discrete state-spaces

Reference 3

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source=pdf_text observed=2026-08-07T15:17:07.083993Z digest=sha256:839d045291b28269d3c46078b458af00a6b33a49546bfc96bf4587f882bf06c6

Observation e861401a-1c08-42eb-8d2c-1b35a8ce5562 · outbound

This paper cites Program Synthesis with Large Language Models.

dKV-Cache: The Cache for Diffusion Language Models Program Synthesis with Large Language Models

Reference 4

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source=pdf_text observed=2026-08-07T15:17:07.168476Z digest=sha256:eb68ca2f07320a9b5b1c9731c5d7a715be5075e3101eea19395494f32a295348

Observation f85dc10b-0f3b-4eb4-a762-ab34671fd6b6 · outbound

This paper cites Video generation models as world simulators.

dKV-Cache: The Cache for Diffusion Language Models Video generation models as world simulators

Reference 5

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source=pdf_text observed=2026-08-07T15:17:07.237903Z digest=sha256:d86d6c49caa03d9e9f2c9ea798ab67393fb274fc4cafe49190d0af2a8a145432

Observation 08757232-9387-432b-9814-3319b9183966 · outbound

This paper cites Language models are few-shot learners.

dKV-Cache: The Cache for Diffusion Language Models Language models are few-shot learners

Reference 6

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source=pdf_text observed=2026-08-07T15:17:07.324688Z digest=sha256:87861a8c8f0e6ef504a3cc3ec4acbdb143ec96474362213877b1fd5e2867068f

Observation c5773288-2c79-4a66-82b8-50c3b55266bd · outbound

This paper cites Maskgit: Masked generative image transformer.

dKV-Cache: The Cache for Diffusion Language Models Maskgit: Masked generative image transformer

Reference 7

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source=pdf_text observed=2026-08-07T15:17:07.390260Z digest=sha256:9ceaecf1084bc6098c9712752482337825b4e4d3aa6d1c419d02fd0f71e01283

Observation cd15e5b3-4aa3-470c-94e4-d1a9ff995e55 · outbound

This paper cites an unresolved cited work.

dKV-Cache: The Cache for Diffusion Language Models Unresolved cited work

Reference 8

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source=pdf_text observed=2026-08-07T15:17:07.441210Z digest=sha256:9a2154fc8c2586a3c658f4b1bd96529717c442df689733b54b0c8689453aefbe

Observation a22f5f37-c002-43e4-b38a-5c0fee3a0067 · outbound

This paper cites δ-dit: A training-free acceleration method tailored for diffusion transformers, 2024.

dKV-Cache: The Cache for Diffusion Language Models δ-dit: A training-free acceleration method tailored for diffusion transformers, 2024

Reference 9

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source=pdf_text observed=2026-08-07T15:17:07.529527Z digest=sha256:fc64dba9cf47b62327efca9299e50550b75b2ac7080e0c45ca6ec8c3bf00cc00

Observation 6b4f4beb-144e-45da-be55-b12808650134 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

dKV-Cache: The Cache for Diffusion Language Models Training Verifiers to Solve Math Word Problems

Reference 10

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source=pdf_text observed=2026-08-07T15:17:07.579982Z digest=sha256:5e816719b98900efeaae93bbad1ed9e718dd9ca92980b3fa2d9d92a62d369ed6

Observation fe45d45a-23c4-4290-be30-398fa347dcd5 · outbound

This paper cites Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context.

dKV-Cache: The Cache for Diffusion Language Models Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context

Reference 11

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source=pdf_text observed=2026-08-07T15:17:07.621619Z digest=sha256:8f7de34640e29ddf68845b46f21efbd0f5c7072131963ed58911a58607995dcd

Observation 80bf90da-0022-4e4b-ad92-53b34b0fce99 · outbound

This paper cites DeepSeek-V3 Technical Report.

dKV-Cache: The Cache for Diffusion Language Models DeepSeek-V3 Technical Report

Reference 12

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source=pdf_text observed=2026-08-07T15:17:07.688478Z digest=sha256:db9cfccdcff262dbf2345f3b4ba1c8648a883cd48595d764f8bd31e7d15d7eda

Observation 3b70e492-e85d-45bd-97f0-cc251294380b · outbound

This paper cites Promises, Outlooks and Challenges of Diffusion Language Modeling.

dKV-Cache: The Cache for Diffusion Language Models Promises, Outlooks and Challenges of Diffusion Language Modeling

Reference 13

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source=pdf_text observed=2026-08-07T15:17:07.740944Z digest=sha256:5b01d430b769b59751724b2f29fefcffee4e829ee6935e1170ca55ba64bd32e4

Observation 3202f12d-e617-4a7f-be45-962dd1156f31 · outbound

This paper cites The Llama 3 Herd of Models.

dKV-Cache: The Cache for Diffusion Language Models The Llama 3 Herd of Models

Reference 14

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source=pdf_text observed=2026-08-07T15:17:07.795518Z digest=sha256:b2c79686a866befd2e99e76ff7f9aefaf69b65f76b18e9df0e63ac34a1509e4b

Observation 442381c0-d1ac-49f1-94ae-520733e1c822 · outbound

This paper cites Scaling rectified flow transformers for high-resolution image synthesis.

dKV-Cache: The Cache for Diffusion Language Models Scaling rectified flow transformers for high-resolution image synthesis

Reference 15

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source=pdf_text observed=2026-08-07T15:17:07.834561Z digest=sha256:7259b277267210e2db8a65e76231443d91a5b38db97cbfb1a0727710863c70f2

Observation fc99a626-6e4a-4c66-bb16-89f32f61809e · outbound

This paper cites Fast Timing-Conditioned Latent Audio Diffusion.

dKV-Cache: The Cache for Diffusion Language Models Fast Timing-Conditioned Latent Audio Diffusion

Reference 16

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source=pdf_text observed=2026-08-07T15:17:07.900441Z digest=sha256:b72f45b6fdb254d8d15e080005b613e8a00c6ecd86c3350970e961e0b58a2cf5

Observation 10e23769-69f6-4a87-a5bf-2af6e0fd18ac · outbound

This paper cites Theoretical Benefit and Limitation of Diffusion Language Model.

dKV-Cache: The Cache for Diffusion Language Models Theoretical Benefit and Limitation of Diffusion Language Model

Reference 17

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source=pdf_text observed=2026-08-07T15:17:07.986871Z digest=sha256:53b54a07f058238b12ae9f7f43c3a459b5064b6fc20e807c337faee00b8e77c7

Observation 21cfeab7-9333-4cc0-bdda-4f331e1690df · outbound

This paper cites Model tells you what to discard: Adaptive KV cache compression for LLMs.

dKV-Cache: The Cache for Diffusion Language Models Model tells you what to discard: Adaptive KV cache compression for LLMs

Reference 18

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:08.103768Z digest=sha256:0ebe7079122839f7f9efe0d6bb23a25b9f6722762463dd01dc5854f4c1271152

Observation 04fe18c9-8299-4d4c-aea4-a0a92e36f466 · outbound

This paper cites Scaling Diffusion Language Models via Adaptation from Autoregressive Models.

dKV-Cache: The Cache for Diffusion Language Models Scaling Diffusion Language Models via Adaptation from Autoregressive Models

Reference 19

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source=pdf_text observed=2026-08-07T15:17:08.210731Z digest=sha256:e75db08a350a91949f8c0770d80b362d7689fc86236651181560cc7815a1b625

Observation 93894ae4-472d-4f58-b5d6-b624fb8468ee · outbound

This paper cites Non-Autoregressive Neural Machine Translation.

dKV-Cache: The Cache for Diffusion Language Models Non-Autoregressive Neural Machine Translation

Reference 20

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source=pdf_text observed=2026-08-07T15:17:08.315517Z digest=sha256:71a1128d4967fa56722f812423443d05862c8a8f609166472c941a21dffb4440

Observation 31bdf8c3-4fb5-41fc-b0d6-2bef7e2b45b1 · outbound

This paper cites SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular Control.

dKV-Cache: The Cache for Diffusion Language Models SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular Control

Reference 21

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source=pdf_text observed=2026-08-07T15:17:08.410950Z digest=sha256:d1a48c153312f9eb342be6c6d0bb4aa8b2f987cbb9f93e06a87b86d279d3f2ec

Observation 7f1a713d-422c-44c3-88eb-d40fd9fa1e18 · outbound

This paper cites DiffusionBERT: Improving Generative Masked Language Models with Diffusion Models.

dKV-Cache: The Cache for Diffusion Language Models DiffusionBERT: Improving Generative Masked Language Models with Diffusion Models

Reference 22

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source=pdf_text observed=2026-08-07T15:17:08.489553Z digest=sha256:c3f94f77c18a5c6971632fb417d4f232681d952fffa593c9dd413be3c9f183d5

Observation 8371540f-a6c0-4dbf-8591-22465c2710e7 · outbound

This paper cites Measuring massive multitask language understanding.

dKV-Cache: The Cache for Diffusion Language Models Measuring massive multitask language understanding

Reference 23

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source=pdf_text observed=2026-08-07T15:17:08.571952Z digest=sha256:481909e4df267d4cca776b0e56ebcc7092e3732be02e4f0925f9e6640c56302c

Observation 34a4e49c-94ce-4067-9823-8c083bfe20fa · outbound

This paper cites Denoising diffusion probabilistic models.

dKV-Cache: The Cache for Diffusion Language Models Denoising diffusion probabilistic models

Reference 24

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source=pdf_text observed=2026-08-07T15:17:08.645684Z digest=sha256:27753d5f2bdcc61e630aea2e5889c1e0ced6ffd3f887de50d09a0d3f3263b7dd

Observation d8d61fe8-aa86-4c2e-b094-428810c28e0a · outbound

This paper cites Argmax flows and multinomial diffusion: Learning categorical distributions.

dKV-Cache: The Cache for Diffusion Language Models Argmax flows and multinomial diffusion: Learning categorical distributions

Reference 25

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:08.763561Z digest=sha256:ebf39bfb680b6026bd24a9ff6737b74c9bf998c9035e03f754f45fa5905e5439

Observation fc30a520-0657-4455-920c-843410f48a21 · outbound

This paper cites Kvquant: Towards 10 million context length llm inference with kv cache quantization.

dKV-Cache: The Cache for Diffusion Language Models Kvquant: Towards 10 million context length llm inference with kv cache quantization

Reference 26

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:08.859238Z digest=sha256:4585679a1fcad1040423fe0989849eb0f907972c4f76c12a925b0e130ef6cad6

Observation 2ef2e5c8-0bcf-4e0b-8515-c33e7a294742 · outbound

This paper cites Train for the Worst, Plan for the Best: Understanding Token Ordering in Masked Diffusions.

dKV-Cache: The Cache for Diffusion Language Models Train for the Worst, Plan for the Best: Understanding Token Ordering in Masked Diffusions

Reference 27

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source=pdf_text observed=2026-08-07T15:17:08.927585Z digest=sha256:802f5b22d908c105827ac49243cef3ca979a30b9b6451c001c730fe180a799d6

Observation 61a580fb-1efe-46ff-a27f-727af88d6a71 · outbound

This paper cites HunyuanVideo: A Systematic Framework For Large Video Generative Models.

dKV-Cache: The Cache for Diffusion Language Models HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 28

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source=pdf_text observed=2026-08-07T15:17:09.027332Z digest=sha256:d49c371abceecd83c33b2359540c214d70412f84a317ff7660cab482f56db1ab

Observation b9f44458-c975-4924-8176-104cc474a4ec · outbound

This paper cites Diffusion-lm improves controllable text generation.

dKV-Cache: The Cache for Diffusion Language Models Diffusion-lm improves controllable text generation

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-07T15:17:17.107864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:09.142491Z digest=sha256:03048bf2165db5e8f3e51fddb5bd70e8b04f45fa6078a50bb4632d0ad316b3ac

Observation 07935745-9b37-4aca-8962-388f59d9e9cb · outbound

This paper cites Let's Verify Step by Step.

dKV-Cache: The Cache for Diffusion Language Models Let's Verify Step by Step

Reference 30

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source=pdf_text observed=2026-08-07T15:17:09.244181Z digest=sha256:61a65d6e400cc131e44da6dc5f21b906105a7fed9eee447f30d81e91786f0b54

Observation 7c713576-3e4b-4c7e-93d5-481391f5da75 · outbound

This paper cites Faster Diffusion via Temporal Attention Decomposition.

dKV-Cache: The Cache for Diffusion Language Models Faster Diffusion via Temporal Attention Decomposition

Reference 31

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source=pdf_text observed=2026-08-07T15:17:09.373225Z digest=sha256:dbe32c298c6e2766619cbe3bd0f643b70a4e4d9032bebc773801aff3ee3da097

Observation 3832a6f7-f3c8-4592-ab2b-01387b907d22 · outbound

This paper cites Scissorhands: Exploiting the persistence of importance hypothesis for llm kv cache compression at test time.

dKV-Cache: The Cache for Diffusion Language Models Scissorhands: Exploiting the persistence of importance hypothesis for llm kv cache compression at test time

Reference 32

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verified fuzzy
raw_fallback, observed 2026-08-07T15:17:16.946587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:09.483408Z digest=sha256:68a6a9dccfcf9f2a42bcfdcce2b6b5f503ab819bf8c08269a73c515c2d5fe816

Observation da770a7e-b490-4838-81d8-641dd388beb7 · outbound

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

dKV-Cache: The Cache for Diffusion Language Models Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution

Reference 33

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source=pdf_text observed=2026-08-07T15:17:09.558223Z digest=sha256:69d1b433ec4a641a24ea96304e94b76df2439d25670f7f9a874e077f05cb4989

Observation e10c49ac-c288-48f4-8a55-a96636421c25 · outbound

This paper cites FasterCache: Training-Free Video Diffusion Model Acceleration with High Quality.

dKV-Cache: The Cache for Diffusion Language Models FasterCache: Training-Free Video Diffusion Model Acceleration with High Quality

Reference 34

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source=pdf_text observed=2026-08-07T15:17:09.638645Z digest=sha256:3ef3853fbb767447b6158b07046f67e26c716be9f016882ab30ae24dafc16447

Observation 847b3ef0-95d0-43f1-986b-db75d7f2a285 · outbound

This paper cites Learning-to-cache: Accelerating diffusion transformer via layer caching.

dKV-Cache: The Cache for Diffusion Language Models Learning-to-cache: Accelerating diffusion transformer via layer caching

Reference 35

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verified fuzzy
raw_fallback, observed 2026-08-07T15:17:16.637873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:09.759578Z digest=sha256:bc4183c0a4a3b07ae21ff7bc3430d84d55e1977c2bf94477551d665cc34ae158

Observation 6774139a-3c52-4b1a-b855-bf15b5c43e0a · outbound

This paper cites DeepCache: Accelerating Diffusion Models for Free.

dKV-Cache: The Cache for Diffusion Language Models DeepCache: Accelerating Diffusion Models for Free

Reference 36

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source=pdf_text observed=2026-08-07T15:17:09.851359Z digest=sha256:010062ce68cd82fca619a8e6c63cd94689bb45892bdd86edf482264aa7c747dd

Observation 8da3769a-28f8-4eb2-beb6-25c0fe66769b · outbound

This paper cites Large Language Diffusion Models.

dKV-Cache: The Cache for Diffusion Language Models Large Language Diffusion Models

Reference 37

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source=pdf_text observed=2026-08-07T15:17:09.956679Z digest=sha256:46e3cbecd4a2e6d13ff3d185b6fb04e2b97b9d692ff6174b9dc9bfd68ebffb71

Observation 961dca87-17c7-4052-ad29-4e3c70cfbc89 · outbound

This paper cites Scalable diffusion models with transformers.

dKV-Cache: The Cache for Diffusion Language Models Scalable diffusion models with transformers

Reference 38

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:17:10.033613Z digest=sha256:638e281cae6caf36502964e7bf85c2e393659e34b7ceb3600fcae1f2a824f5ae

Observation 0736b0c6-ec1e-4aea-bd60-1def8b893618 · outbound

This paper cites an unresolved cited work.

dKV-Cache: The Cache for Diffusion Language Models Unresolved cited work

Reference 39

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raw_fallback, observed 2026-08-07T15:17:16.347388Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:10.158078Z digest=sha256:e4711e1c8f98368d6320d45db79460b075af589432597527500237a877356e9d

Observation 016da777-6f73-40a7-930d-5f313f6a58b0 · outbound

This paper cites Simple and effective masked diffusion language models.Advances in Neural Information Processing Systems, 37:130136–130184, 2024.

dKV-Cache: The Cache for Diffusion Language Models Simple and effective masked diffusion language models.Advances in Neural Information Processing Systems, 37:130136–130184, 2024

Reference 40

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source=pdf_text observed=2026-08-07T15:17:10.278530Z digest=sha256:ee9b922dc354d654a12a55b78ba23f607e5a9b420892b77be01eefb7b7978c99

Observation cd48e3e2-9cc5-471f-9218-0ddaa186c82d · outbound

This paper cites Generative modeling by estimating gradients of the data distribution.

dKV-Cache: The Cache for Diffusion Language Models Generative modeling by estimating gradients of the data distribution

Reference 41

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T15:17:10.374771Z digest=sha256:ec746188b9c56bed09914a2f7e190b4715b2d64e0925e364e8e20b71edd48642

Observation 1568ae8c-3d2c-4031-a31d-a1b60e160ace · outbound

This paper cites Roformer: Enhanced transformer with rotary position embedding.

dKV-Cache: The Cache for Diffusion Language Models Roformer: Enhanced transformer with rotary position embedding

Reference 42

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no resolver link, observed 2026-08-07T15:17:10.490337Z

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source=pdf_text observed=2026-08-07T15:17:10.490337Z digest=sha256:20a859864815d0f89fe1abe9ee946846ebbd901135764ecdbc1396dff460f90b

Observation f7dde499-1002-4286-b178-e241e714191a · outbound

This paper cites Qwen2.5 Technical Report.

dKV-Cache: The Cache for Diffusion Language Models Qwen2.5 Technical Report

Reference 43

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source=pdf_text observed=2026-08-07T15:17:10.571643Z digest=sha256:dc29e1212e879c7c5fd88d8cb17d5af9fb0876c6198312c08a52709a0d2ca979

Observation 6a57f103-8d16-4add-8b9d-5f0f99a988ef · outbound

This paper cites Attention is all you need.

dKV-Cache: The Cache for Diffusion Language Models Attention is all you need

Reference 44

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no resolver link, observed 2026-08-07T15:17:10.669154Z

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source=pdf_text observed=2026-08-07T15:17:10.669154Z digest=sha256:fbf3383bad9426d4f597045d3a8a56c216d560e10105ca9c82f552d9c8c604d8

Observation b209b09e-c7c4-4f87-92ba-e53803dc68d5 · outbound

This paper cites Slave memories and dynamic storage allocation.

dKV-Cache: The Cache for Diffusion Language Models Slave memories and dynamic storage allocation

Reference 45

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raw_fallback, observed 2026-08-07T15:17:16.104113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:10.754751Z digest=sha256:9b657b4f115472cff984dcf50397395239f16643275b9cfc4ae40d444f747c96

Observation d326254b-26aa-4dc5-b7bd-e152f9f50cb3 · outbound

This paper cites Cache Me if You Can: Accelerating Diffusion Models through Block Caching.

dKV-Cache: The Cache for Diffusion Language Models Cache Me if You Can: Accelerating Diffusion Models through Block Caching

Reference 46

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no resolver link, observed 2026-08-07T15:17:10.878420Z

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source=pdf_text observed=2026-08-07T15:17:10.878420Z digest=sha256:9a6f7d807f7bf9a0d5ed2e7640d15422837f18fb482aabea6793a0283dafa358

Observation 0c4367ed-e031-45ea-ac39-8649264d4922 · outbound

This paper cites Ar-diffusion: Auto-regressive diffusion model for text generation.

dKV-Cache: The Cache for Diffusion Language Models Ar-diffusion: Auto-regressive diffusion model for text generation

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:17:15.846887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:10.997385Z digest=sha256:8fbf9a9ee7c6fd5a0a0ed2f0fb31145b532e4242784bafa40fe0de87d19da5b3

Observation 9f122a79-e69d-4652-9c9a-26f32e0e55f1 · outbound

This paper cites SANA: Efficient high-resolution text-to-image synthesis with linear diffusion transformers.

dKV-Cache: The Cache for Diffusion Language Models SANA: Efficient high-resolution text-to-image synthesis with linear diffusion transformers

Reference 48

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no resolver link, observed 2026-08-07T15:17:11.084138Z

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source=pdf_text observed=2026-08-07T15:17:11.084138Z digest=sha256:82895fab562884316ec7de75fd501efaa932b2647b137279f6fb86691beb9d07

Observation 33d13b1c-69e2-41e7-b46c-afbc13f424fe · outbound

This paper cites Energy-based diffusion language models for text generation.

dKV-Cache: The Cache for Diffusion Language Models Energy-based diffusion language models for text generation

Reference 49

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verified fuzzy
raw_fallback, observed 2026-08-07T15:17:15.631912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:11.172206Z digest=sha256:6a2378eb099cb9b26c1164f3d2c21b1a813d4ac35bfb79bf47094f740052ef4f

Observation e4e95635-a9b0-4610-b2eb-2d948038aa1d · outbound

This paper cites Hash3D: Training-free Acceleration for 3D Generation.

dKV-Cache: The Cache for Diffusion Language Models Hash3D: Training-free Acceleration for 3D Generation

Reference 50

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no resolver link, observed 2026-08-07T15:17:11.280098Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T15:17:11.280098Z digest=sha256:d85542692f0340a1935b4b9ced990e062734262ba3ffb13a6b7b7fde7a26d546

Observation 03391dca-a44f-418a-9230-cbfe3a3efb73 · outbound

This paper cites Implicit Search via Discrete Diffusion: A Study on Chess.

dKV-Cache: The Cache for Diffusion Language Models Implicit Search via Discrete Diffusion: A Study on Chess

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-08-07T15:17:13.002658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:11.377702Z digest=sha256:0638d94860099e67d881fe8be6616cd8e88e35885f3e88a07649e0b6d3732f59

Observation 90fc0d54-9087-494d-be84-75ca98814984 · outbound

This paper cites Dream 7b, 2025.

dKV-Cache: The Cache for Diffusion Language Models Dream 7b, 2025

Reference 52

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:17:11.476100Z digest=sha256:3c56bdb2343133abf42af135a4f03cc1857d8dd968532315a87e9552662e3bdf

Observation 4cf8addb-3f0d-4edd-9639-ce1812a4f91c · outbound

This paper cites DINOISER: Diffused Conditional Sequence Learning by Manipulating Noises.

dKV-Cache: The Cache for Diffusion Language Models DINOISER: Diffused Conditional Sequence Learning by Manipulating Noises

Reference 53

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no resolver link, observed 2026-08-07T15:17:11.594559Z

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source=pdf_text observed=2026-08-07T15:17:11.594559Z digest=sha256:e2848c881d8e799e8421e4a321bae9185db1ec38014fa9f88bc79767146b8d44

Observation cf46ebb9-6899-487f-89f6-bb4c5c3e421c · outbound

This paper cites Ditfastattn: Attention compression for diffusion transformer models.

dKV-Cache: The Cache for Diffusion Language Models Ditfastattn: Attention compression for diffusion transformer models

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:17:15.425516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:11.675336Z digest=sha256:0b7f31c60b13737e51f42cbb8e552a017d8dfd52c417ceb68a03117d18c4a51c

Observation 072fc61d-63fc-4954-b5f7-cb96c701d990 · outbound

This paper cites Pard: Permutation-Invariant Autoregressive Diffusion for Graph Generation.

dKV-Cache: The Cache for Diffusion Language Models Pard: Permutation-Invariant Autoregressive Diffusion for Graph Generation

Reference 55

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no resolver link, observed 2026-08-07T15:17:11.747555Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T15:17:11.747555Z digest=sha256:9b3ee4803a50bafea9233c0c9558e12fbade9a309a44a960c6a13565eaa03379

Observation 7bc723fc-7583-491e-bcb1-8fd552838521 · outbound

This paper cites Real-Time Video Generation with Pyramid Attention Broadcast.

dKV-Cache: The Cache for Diffusion Language Models Real-Time Video Generation with Pyramid Attention Broadcast

Reference 56

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no resolver link, observed 2026-08-07T15:17:11.838283Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T15:17:11.838283Z digest=sha256:878ac0fa4b6894c40633ac72e9f5c1f1c1b88cbfa93682c07ff6f8d59a9f9467

Observation 37952f9a-4492-44c7-92c0-9c71dbe5ea2a · outbound

This paper cites 𝐷! Cache Step 𝑡+1 𝐾!#$.

dKV-Cache: The Cache for Diffusion Language Models 𝐷! Cache Step 𝑡+1 𝐾!#$

Reference 57

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raw_fallback, observed 2026-08-07T15:17:15.233992Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:11.974256Z digest=sha256:5b5319760e55e74c0decd55980386b8134e3d7f7c9fe6b7bf98529fa5dbe574b

Observation c02f37d1-8261-4efa-a495-302fde36ab80 · outbound

This paper cites an unresolved cited work.

dKV-Cache: The Cache for Diffusion Language Models Unresolved cited work

Reference 58

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unresolved
raw_fallback, observed 2026-08-07T15:17:15.078821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:12.079426Z digest=sha256:08b3b65554c7da2e68c1611f88edea7284aa2482f0c142ac90c52b336f7b3082

Observation 2aabf791-52b1-4596-a33c-1a43861331ac · outbound

This paper cites an unresolved cited work.

dKV-Cache: The Cache for Diffusion Language Models Unresolved cited work

Reference 59

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unresolved
raw_fallback, observed 2026-08-07T15:17:14.898300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:12.158198Z digest=sha256:6cd18be890a17453d7a61b857653e3b396644cced92e5e1f28f0db42de3c448e

Observation 2c1da3d2-3946-490e-907d-e85f5dab13fc · outbound

This paper cites an unresolved cited work.

dKV-Cache: The Cache for Diffusion Language Models Unresolved cited work

Reference 60

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raw_fallback, observed 2026-08-07T15:17:14.711265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:12.228196Z digest=sha256:47c4757684905481af7f42a277b2a7629faa93e8b6fdded09d2b9b728d259142

Observation c4e46631-6097-45ca-9f18-3a2154dc1537 · outbound

This paper cites an unresolved cited work.

dKV-Cache: The Cache for Diffusion Language Models Unresolved cited work

Reference 61

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unresolved
raw_fallback, observed 2026-08-07T15:17:14.499561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:12.316610Z digest=sha256:b2d14aad28fc9b37e47aa2ad482e2cf6df357457cac64e8d07570d3e147952fa

Observation 6de61445-bd67-41bd-a41c-ec0b854fc623 · outbound

This paper cites an unresolved cited work.

dKV-Cache: The Cache for Diffusion Language Models Unresolved cited work

Reference 62

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unresolved
raw_fallback, observed 2026-08-07T15:17:14.307823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:12.406028Z digest=sha256:b00271443ff52845e6305b149fd64dc15574efcade99080f6ed60bfba6e3b85b

Observation a06d0610-7aeb-41bc-a25e-5115f901b121 · outbound

This paper cites an unresolved cited work.

dKV-Cache: The Cache for Diffusion Language Models Unresolved cited work

Reference 63

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unresolved
raw_fallback, observed 2026-08-07T15:17:14.101242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:12.501423Z digest=sha256:7572de888060351165d92243c0d28c5578b717a6d5345649dee702d013d45d6c

Observation a4f5c423-43fd-4898-adee-48bec4ff4a7f · outbound

This paper cites an unresolved cited work.

dKV-Cache: The Cache for Diffusion Language Models Unresolved cited work

Reference 64

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unresolved
raw_fallback, observed 2026-08-07T15:17:13.898337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:12.596720Z digest=sha256:d8c50ffa522a8011159f4310d1402daef2e7ea14af7430b26d9567278166c7c3

Observation b8000ca5-5234-4f80-962d-911a3013554c · outbound

This paper cites an unresolved cited work.

dKV-Cache: The Cache for Diffusion Language Models Unresolved cited work

Reference 65

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unresolved
raw_fallback, observed 2026-08-07T15:17:13.670024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:12.689800Z digest=sha256:c489472bced742187ddeb21f1a8b1c99df5c241d8f59329058c7487a8f6a0c84

Observation 320d4906-e214-43ba-b250-3e7d27286b5c · outbound

This paper cites Finally, Joey and Rachel get married.

dKV-Cache: The Cache for Diffusion Language Models Finally, Joey and Rachel get married

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:17:13.465605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T15:17:12.775410Z digest=sha256:b43b9dba43898cf0e6231148c859a18bb11f008af24f7d3f6ea7f554409bbc7f

Pith citing papers

Observation 7d907a1e-04fc-48a9-8eb6-d0aa13ecf1c9 · inbound

Muddit: Liberating Generation Beyond Text-to-Image with a Unified Discrete Diffusion Model cites this paper.

Muddit: Liberating Generation Beyond Text-to-Image with a Unified Discrete Diffusion Model dKV-Cache: The Cache for Diffusion Language Models

Reference 14

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verified exact
arxiv_id, observed 2026-05-19T13:02:18.398850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-19T12:59:31.454155Z digest=sha256:3a5c90845d62ca977440a2fa34b8841a847d9e742db500410158fa4f3ac09e33

Observation 6941bb93-5eb0-4e45-b145-5b5565d57b65 · inbound

DiffuCoder: Understanding and Improving Masked Diffusion Models for Code Generation cites this paper.

DiffuCoder: Understanding and Improving Masked Diffusion Models for Code Generation dKV-Cache: The Cache for Diffusion Language Models

Reference 39

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unresolved
no resolver link, observed 2026-08-06T22:52:33.405224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T22:52:33.405224Z digest=sha256:a593b07dde37efd13d832974f19ddbdc6d58cb27d75bbd322919f8f0aff1114a

Observation bb92a70d-9c28-4eb9-878d-5d5f4c48404a · inbound

A Survey on Latent Reasoning cites this paper.

A Survey on Latent Reasoning dKV-Cache: The Cache for Diffusion Language Models

Reference 67

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no resolver link, observed 2026-08-06T19:14:28.540938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:14:28.540938Z digest=sha256:1c43b718ce2216f0936a70c1a43d34df60556ecded94db965e400ad0dc3523f7

Observation 7b2866a9-6c9f-4432-ae40-d0389d24191f · inbound

A Survey on Diffusion Language Models cites this paper.

A Survey on Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 48

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no resolver link, observed 2026-08-05T20:15:17.393655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T20:15:17.393655Z digest=sha256:060c36345773d91830a4b48472f4ba2112dd7f2909f457fe64e994fc7d70a1d5

Observation f8941ab3-2b1b-4ce5-a71c-4434fa74b735 · inbound

Diffusion Language Models Know the Answer Before Decoding cites this paper.

Diffusion Language Models Know the Answer Before Decoding dKV-Cache: The Cache for Diffusion Language Models

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-18T20:31:50.415030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-18T20:30:58.012632Z digest=sha256:40215af31e48a0db053220cb50ef73aa1f3ca5d35e901b2b1a576c32262d1e5d

Observation 770ad0a3-9959-4b7b-b7b3-034dfbec74ef · inbound

Any-Order Flexible Length Masked Diffusion cites this paper.

Any-Order Flexible Length Masked Diffusion dKV-Cache: The Cache for Diffusion Language Models

Reference 33

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no resolver link, observed 2026-08-05T13:20:05.330538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T13:20:05.330538Z digest=sha256:5ea6581fd406ab0452ba8ce0d4d0910f20cf223ddd236063ed1c8d4189200fad

Observation f0a99398-f71d-4447-a778-3873a46791e0 · inbound

Dream-Coder 7B: An Open Diffusion Language Model for Code cites this paper.

Dream-Coder 7B: An Open Diffusion Language Model for Code dKV-Cache: The Cache for Diffusion Language Models

Reference 41

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no resolver link, observed 2026-08-05T12:56:35.133359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T12:56:35.133359Z digest=sha256:663faa7b6c686ccb28b456322cfcc5364518a77de5b5cd6f6d7327d14068d110

Observation cfd3a2b9-906e-428f-bfa2-e351a926b3e9 · inbound

Set Block Decoding is a Language Model Inference Accelerator cites this paper.

Set Block Decoding is a Language Model Inference Accelerator dKV-Cache: The Cache for Diffusion Language Models

Reference 19

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unresolved
no resolver link, observed 2026-08-05T10:24:24.060171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:24:24.060171Z digest=sha256:df651daf4f86775520a26b2771b52a0af53733e66e774998782244fa84e82803

Observation 713aadc2-9b0a-4e00-9321-87bea02c3a44 · inbound

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

Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 19

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unresolved
no resolver link, observed 2026-08-04T22:56:05.212046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:56:05.212046Z digest=sha256:3c326394f232c6453467b14d29ef7751e841c5e6d1f8cc3d16071525571d4425

Observation 5164ca18-0a62-4bca-95d6-e41445003700 · inbound

Inpainting-Guided Policy Optimization for Diffusion Large Language Models cites this paper.

Inpainting-Guided Policy Optimization for Diffusion Large Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 28

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unresolved
no resolver link, observed 2026-08-04T17:57:47.001151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T17:57:47.001151Z digest=sha256:7d0d0dd3bc4ea1b8eb0540a60ea52dd3ece0da9ffa7953a93f741b725a47da52

Observation ada3d51b-d88f-4f0c-9efb-4ee388a51dee · inbound

FG-Attn: Leveraging Fine-Grained Sparse Attention in Video Diffusion Models cites this paper.

FG-Attn: Leveraging Fine-Grained Sparse Attention in Video Diffusion Models dKV-Cache: The Cache for Diffusion Language Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T16:07:02.053450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T16:07:02.053450Z digest=sha256:c86565cf1b84133e85518e9d6d65271457d26f33d6d70ab6e98c398b8a0e235e

Observation 3c195442-0851-4953-9a58-2faf33441f1d · inbound

Structuring The Future: Diffusion LLM Speculative Decoding via Calibrated Draft Graphs cites this paper.

Structuring The Future: Diffusion LLM Speculative Decoding via Calibrated Draft Graphs dKV-Cache: The Cache for Diffusion Language Models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-04T15:58:14.912908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T15:58:14.912908Z digest=sha256:f142e9d2e613640acbe797c4c55f5e3b45bbca5d872fc9e9f7b3187837fd49b4

Observation 20102168-ea77-4daf-aa1d-3256cd232747 · inbound

Simple Policy Gradients for Reasoning with Diffusion Language Models cites this paper.

Simple Policy Gradients for Reasoning with Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-04T11:38:52.560659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:38:52.560659Z digest=sha256:8e0915590bd240ed37908574037a361c84268dc25af10b46327cae94af8395c0

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

Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion cites this paper.

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-18T10:06:40.530902Z digest=sha256:c84dc3b0db57ec87fa83e651869e6a617705f2765ffa5c1f0514b49e0023abd1

Observation 299cd264-8b51-4e98-bfba-b468464c6992 · inbound

A Comprehensive Study on Visual Token Redundancy for Discrete Diffusion-based Multimodal Large Language Models cites this paper.

A Comprehensive Study on Visual Token Redundancy for Discrete Diffusion-based Multimodal Large Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-03T21:31:34.904750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:31:34.904750Z digest=sha256:b5f077fce4c19515f50d91a5139224a2749ae776ac18a9d077dda47e68357a06

Observation 9493dd07-a51c-4254-85f7-ecb47e6eecdb · inbound

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

DiffuMamba: High-Throughput Diffusion LMs with Mamba Backbone dKV-Cache: The Cache for Diffusion Language Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-03T21:20:35.469650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:20:35.469650Z digest=sha256:204130dcca936fdf93f94bf118cd9218cf1e68740194c84fa6efc12d2096d6eb

Observation c1cad497-ab5f-4dac-90b2-9ee8ba46a4b2 · inbound

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

Sparse-LaViDa: Sparse Multimodal Discrete Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-03T16:21:35.294723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T16:21:35.294723Z digest=sha256:ea4725c574630eb5694d18a41432498a9d2a9b9d051b2e77a199546311fa8605

Observation 6c029df7-316a-4645-b054-41d5d7ef96b2 · 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 dKV-Cache: The Cache for Diffusion Language Models

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-16T22:31:19.277458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-16T22:29:08.669964Z digest=sha256:b4a182c5a3cffe632e3ac017c63929efd3b4af9f299d6ee21f9ada06ff130937

Observation adf646da-4de1-4373-8851-da2335f752ce · inbound

FlashBlock: Attention Caching for Efficient Long-Context Block Diffusion cites this paper.

FlashBlock: Attention Caching for Efficient Long-Context Block Diffusion dKV-Cache: The Cache for Diffusion Language Models

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-03T04:24:05.894101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:24:05.894101Z digest=sha256:a3dc2187ff5a6ef012c14b1029a580ce5a46cf37c76fbc4571d570212d8918e7

Observation d1b1075d-ff89-45f9-bf6b-4045f15d8ba6 · inbound

DSB: Dynamic Sliding Block Scheduling for Diffusion LLMs cites this paper.

DSB: Dynamic Sliding Block Scheduling for Diffusion LLMs dKV-Cache: The Cache for Diffusion Language Models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-03T04:07:43.895110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:07:43.895110Z digest=sha256:b593f745e18ce95355381ddbd6f5d1cd99411eb4dc78ea9459099cfd3cabd5e9

Observation 2b6eb4e3-9429-4b5a-8254-4ccc8ad584db · 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 dKV-Cache: The Cache for Diffusion Language Models

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-04T06:06:06.779366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:06:06.779366Z digest=sha256:f4c2abebeb416d6d965f055c6792d8be7792d236a26b7685e783d277b4553f16

Observation 4808324c-c034-445b-8ebd-7de1a882e5dc · inbound

A Comparative analysis of Layer-wise Representational Capacity in AR and Diffusion LLMs cites this paper.

A Comparative analysis of Layer-wise Representational Capacity in AR and Diffusion LLMs dKV-Cache: The Cache for Diffusion Language Models

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:06:10.088470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-15T15:03:23.792608Z digest=sha256:72ed8c01797e8efe0017fada992b5fad8c58972ec3ed7a05478116bf05ee5389

Observation 16271fa4-81d2-439a-817a-b48eb8f553ca · inbound

A Comparative analysis of Layer-wise Representational Capacity in AR and Diffusion LLMs cites this paper.

A Comparative analysis of Layer-wise Representational Capacity in AR and Diffusion LLMs dKV-Cache: The Cache for Diffusion Language Models

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-04T05:57:08.013699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:57:08.013699Z digest=sha256:4582503652e97d535c4f4ef58330a0e6d23cb39d4311c703a8219dc953501472

Observation e2ef35a8-8413-4c99-8683-5048a3db85e0 · inbound

DualDiffusion: A Speculative Decoding Strategy for Masked Diffusion Models cites this paper.

DualDiffusion: A Speculative Decoding Strategy for Masked Diffusion Models dKV-Cache: The Cache for Diffusion Language Models

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:55:52.485178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T18:46:57.123262Z digest=sha256:64f887c939b4facb57a8f6776303d4b06fd27c98771e7cd1d15483d82dfb3626

Observation 6d7e55cf-f729-4d97-a729-1088a0042f10 · inbound

DMax: Aggressive Parallel Decoding for dLLMs cites this paper.

DMax: Aggressive Parallel Decoding for dLLMs dKV-Cache: The Cache for Diffusion Language Models

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-11T05:45:55.915284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T17:58:17.880199Z digest=sha256:1f71b9d0b2252fb91def407350af5cde784678beccc1527e35c5540fabfefd58

Observation 5d555c91-64eb-4ac2-bef7-a9d3b48b7942 · inbound

DMax: Aggressive Parallel Decoding for dLLMs cites this paper.

DMax: Aggressive Parallel Decoding for dLLMs dKV-Cache: The Cache for Diffusion Language Models

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:47:40.235722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-19T16:46:56.743268Z digest=sha256:8b1c658796d4cbb0b9e4537467e385de6311f2b24d4652375f3c903530ec078f

Observation 78e334c2-02dc-4f4a-ba76-71c3bdfa198c · inbound

Stability-Weighted Decoding for Diffusion Language Models cites this paper.

Stability-Weighted Decoding for Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 11

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T06:31:31.324664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T06:12:37.804816Z digest=sha256:edb0a75967518f894c1b76c67ddc2e1561ca446c87651688e71288904166f336

Observation 310c6f96-9478-4eb9-a715-a3d081ab485d · inbound

$R^2$-dLLM: Accelerating Diffusion Large Language Models via Spatio-Temporal Redundancy Reduction cites this paper.

$R^2$-dLLM: Accelerating Diffusion Large Language Models via Spatio-Temporal Redundancy Reduction dKV-Cache: The Cache for Diffusion Language Models

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-11T12:46:25.680494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T02:56:32.367404Z digest=sha256:8107eb760f6bc4e6e8d75b6453e484288a2cac3c6317189781786e3591bbe73c

Observation 0ade42e0-49f4-40b7-8f9e-b5c8cbadd279 · inbound

Consistent Diffusion Language Models cites this paper.

Consistent Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 50

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T14:51:04.836536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-05-09T20:59:46.082251Z digest=sha256:d4ea8f614794f1fe7b351ffa30e41a67d09d4161e382c12a57ac8f729fe3f8a5

Observation 5af9c771-90fd-4ed2-bac0-16cae20bfb1a · inbound

DARE: Diffusion Language Model Activation Reuse for Efficient Inference cites this paper.

DARE: Diffusion Language Model Activation Reuse for Efficient Inference dKV-Cache: The Cache for Diffusion Language Models

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-05-12T03:26:19.682913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-05-12T03:24:00.494716Z digest=sha256:5d9adcb1c7654189bfaa9f442b5e95d659c7801e0136ffe252a0477fd40c05d2

Observation eb660baa-c8eb-4e48-aa34-f8b1c3d458db · 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 dKV-Cache: The Cache for Diffusion Language Models

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:26.034064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-12T05:01:03.570848Z digest=sha256:c993b57faded8ba3e6e1e0160ec5c32f516f0e664d1127eaf979ec68c7fb6928

Observation 7d11f95d-593e-439c-ac6e-7a3270ccf72c · inbound

Muninn: Your Trajectory Diffusion Model But Faster cites this paper.

Muninn: Your Trajectory Diffusion Model But Faster dKV-Cache: The Cache for Diffusion Language Models

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:56:27.588353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-12T03:49:48.492957Z digest=sha256:72ddb77a4407af0a725de6b7fd99cfb7980dc3d8238a1ee0f47b9a563fecdaa6

Observation 92bd7f62-ca1c-48fa-ab44-1f56159ff89d · inbound

Orthrus: Memory-Efficient Parallel Token Generation via Dual-View Diffusion cites this paper.

Orthrus: Memory-Efficient Parallel Token Generation via Dual-View Diffusion dKV-Cache: The Cache for Diffusion Language Models

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-14T19:49:24.893227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-14T19:49:16.478833Z digest=sha256:9932baad07976bb9ce09c40cbe4f3c432144c3dae3342d814b0b3bcfcce7a6c8

Observation d90ca113-b18f-48ef-a912-73b75de7a72f · inbound

Orthrus: Memory-Efficient Parallel Token Generation via Dual-View Diffusion cites this paper.

Orthrus: Memory-Efficient Parallel Token Generation via Dual-View Diffusion dKV-Cache: The Cache for Diffusion Language Models

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:39:03.370154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T21:37:58.464075Z digest=sha256:cf8e0cfc76d4923e530fb108110edf087c4855aa06f57bd1830706ac04f6c723

Observation 7d8be878-a96a-45e4-8166-14c00b6596cb · inbound

Elastic-dLLM: Position Preserving Context Compression and Augmentation of Diffusion LLMs cites this paper.

Elastic-dLLM: Position Preserving Context Compression and Augmentation of Diffusion LLMs dKV-Cache: The Cache for Diffusion Language Models

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-20T13:13:17.907799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T13:13:05.695349Z digest=sha256:89b8310de58cfb1afdb93a662d025cce3d8f957a5be37d4535c5b75209a9ae26

Observation 055c3160-77b4-43e7-80d1-af16600d9bf7 · inbound

Drifting Objectives for Refining Discrete Diffusion Language Models cites this paper.

Drifting Objectives for Refining Discrete Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-20T06:23:05.629856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T06:18:06.115984Z digest=sha256:257af980070da81b93197d5759afaa9ff29e15e4d6ee025abf780c923498edc9

Observation 6bb5c8fc-a2bc-4180-8bb0-5ba106576c76 · inbound

TIDE: Efficient and Lossless MoE Diffusion LLM Inference with I/O-aware Expert Offload cites this paper.

TIDE: Efficient and Lossless MoE Diffusion LLM Inference with I/O-aware Expert Offload dKV-Cache: The Cache for Diffusion Language Models

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:13:03.704690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T05:08:07.318040Z digest=sha256:7ff2ef5c8f2ae89eb1f94317611114e8901e50ec782cab097d875f68b5387c6f

Observation 3ae9365c-3c58-440a-aa3d-d960936d841a · 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 dKV-Cache: The Cache for Diffusion Language Models

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-21T05:09:38.702899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-21T05:05:55.767705Z digest=sha256:fbab2248961b77ff1d066665afde9dbb055974fbd9bfa36bd48d5150e5c57ae3

Observation 80f1760e-6b83-4097-9fd4-aaf2514d27a0 · inbound

WaveFilter: Enhancing the Long-Context Capability of Diffusion LLMs via Wavelet-Guided KV Cache Filtering cites this paper.

WaveFilter: Enhancing the Long-Context Capability of Diffusion LLMs via Wavelet-Guided KV Cache Filtering dKV-Cache: The Cache for Diffusion Language Models

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-06-28T19:02:33.539893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-06-28T18:57:54.491506Z digest=sha256:939b3be18fbe0e81dbc5cb9637d246de8e40a551cd555533c1a4973971ad1dae

Observation dded29b5-222b-4259-b60b-1eea4953b0cc · inbound

SimSD: Simple Speculative Decoding in Diffusion Language Models cites this paper.

SimSD: Simple Speculative Decoding in Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-07-01T22:56:19.572445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-28T14:58:00.723105Z digest=sha256:08d655c6c71a580da44d41b9027419bd183b4d8f70c615bdc20a70042722db30

Observation 2d70d8ab-8310-4dee-80c9-bc82ec4e273b · inbound

AsyncLane: Decoupling Refinement from Advancement in Diffusion Language Model Decoding cites this paper.

AsyncLane: Decoupling Refinement from Advancement in Diffusion Language Model Decoding dKV-Cache: The Cache for Diffusion Language Models

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-02T22:27:25.768144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-27T18:55:09.942488Z digest=sha256:89306ede7eda5dc128e27966991dc5dd1e7706241c26ad710fb6a7160aa3ae2e

Observation e6d94c8c-7f0f-43ff-b91d-d76c320357e3 · inbound

Improved Large Language Diffusion Models cites this paper.

Improved Large Language Diffusion Models dKV-Cache: The Cache for Diffusion Language Models

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-07-04T19:20:05.600761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-25T21:34:45.620481Z digest=sha256:1ef26a333e069efef769a3193ab48b3b95e15e12c31ecdbb86f01184be3aab7b

Observation 29e0803d-f212-4e95-8759-6331721d0d88 · inbound

Dynamic-dLLM: Dynamic Cache-Budget and Adaptive Parallel Decoding for Training-Free Acceleration of Diffusion LLM cites this paper.

Dynamic-dLLM: Dynamic Cache-Budget and Adaptive Parallel Decoding for Training-Free Acceleration of Diffusion LLM dKV-Cache: The Cache for Diffusion Language Models

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-06-29T13:33:28.295423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-29T13:27:45.796650Z digest=sha256:6fe8f25919730a2e76818a560cc7c58891a20ee6b65a3e2f0c86a1b3c21024be

Observation 01addc37-21fe-42fb-bc40-435440b1cf1d · inbound

Nemotron-Labs-Diffusion-Image: Advancing Masked Discrete Diffusion for High-Resolution Image Synthesis cites this paper.

Nemotron-Labs-Diffusion-Image: Advancing Masked Discrete Diffusion for High-Resolution Image Synthesis dKV-Cache: The Cache for Diffusion Language Models

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-06-30T08:14:26.594399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-30T06:07:55.600338Z digest=sha256:92b4be975f5fbb375ae27d542653a66d3c61b2ab7d3e5aac1af93577f6cab7f0

Observation 56d813eb-b96a-48c9-8663-7998a002160d · inbound

Nemotron-Labs-Diffusion-Image: Advancing Masked Discrete Diffusion for High-Resolution Image Synthesis cites this paper.

Nemotron-Labs-Diffusion-Image: Advancing Masked Discrete Diffusion for High-Resolution Image Synthesis dKV-Cache: The Cache for Diffusion Language Models

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-02T09:39:33.236358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:39:33.236358Z digest=sha256:179e8eb7f6aaf18fed4386744af7d7a9a6ca31be7fc21b8868838227b2254f13

Observation 424817c7-15e2-425a-baa3-08ed58b79c58 · inbound

Set Diffusion: Interpolating Token Orderings Between Autoregression and Diffusion for Fast and Flexible Decoding cites this paper.

Set Diffusion: Interpolating Token Orderings Between Autoregression and Diffusion for Fast and Flexible Decoding dKV-Cache: The Cache for Diffusion Language Models

Reference 139

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metadata mismatch
arxiv_id, observed 2026-07-03T17:38:43.633789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-03T17:30:39.458521Z digest=sha256:68115a6b87cb7b22594f92fe8c701ca294525b3d4169c3877f6c7854d8c307df

Observation 8a3d6f89-a2fe-45f7-8af4-b0154b74d73a · inbound

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

Training Hybrid Block Diffusion Language Models with Partial Bidirectionality dKV-Cache: The Cache for Diffusion Language Models

Reference 9

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-12T06:56:40.273325Z digest=sha256:feaeec5bdd847a8c49bba4db7e7e1fdc88002d83574697d608dab59918c47b99

Observation f67277e8-3340-4071-9266-a28eb77da737 · inbound

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

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers dKV-Cache: The Cache for Diffusion Language Models

Reference 33

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-11T13:03:39.236118Z digest=sha256:9d2920e9062641822919a00b3228579071abb8ffd4bb7474d32d0e7e5909f141

Observation eef39733-e605-43c6-869d-308e4a8ef461 · inbound

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

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers dKV-Cache: The Cache for Diffusion Language Models

Reference 33

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-14T16:21:05.570023Z digest=sha256:b2e6857ae831c98bb37ed0e0a8b2d8215af3ea9d9841dc70d5c2e250e4c35e0a

Observation a6be4ad2-c798-4782-842c-e59f1aae65fb · 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 dKV-Cache: The Cache for Diffusion Language Models

Reference 62

Resolution
verified exact
local_arxiv, observed 2026-07-11T03:07:52.108528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-11T03:04:12.500342Z digest=sha256:a2a59e5930b09f8fcf4bd44b75bb19773fc68b0cfc4d57b02a2cf412a55ee031

Observation d6ef4718-def9-4b1a-9c79-306795d83737 · inbound

Polestar: Drift-Aware Cache Calibration and Token Commitment for Efficient Inference of Diffusion LLMs cites this paper.

Polestar: Drift-Aware Cache Calibration and Token Commitment for Efficient Inference of Diffusion LLMs dKV-Cache: The Cache for Diffusion Language Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-02T14:46:39.626083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T14:46:39.626083Z digest=sha256:e325427d6381f9b5cff396b2795f6cbd9fec1d9ad60b7102f4d1451038a30959

Observation e6c2e671-5f8e-45e7-9a47-c16eba3394e6 · 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 dKV-Cache: The Cache for Diffusion Language Models

Reference 43

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unresolved
no resolver link, observed 2026-08-02T01:48:53.941991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T01:48:53.941991Z digest=sha256:76cb45504deb3169cd9bec360d05e6f801c1c6166c4ae09eff4424a9563fdb53

Observation af10b56e-ac39-4055-9166-e4182e424d5e · inbound

Mask-Aware Policy Gradients for Diffusion Language Models cites this paper.

Mask-Aware Policy Gradients for Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 1959

Resolution
unresolved
no resolver link, observed 2026-08-01T23:55:56.796892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T23:55:56.796892Z digest=sha256:a5f30974ba6b7b5e4b09aa7a20c9ede2fddcdd512855610a37596b9398e72c36

Observation a4da808d-e1b9-405c-a5dd-9b39decee86b · inbound

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

FlowBlock: Wavefront-Parallel Decoding for Self-Correcting Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-01T17:28:55.370896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T17:28:55.370896Z digest=sha256:430cb2c964874da5313b0ca09d0e61db55a95d85ec72ed47be6f421b6b48a1b4

Observation 6d711fa9-e3f3-4e83-a04e-2a99c6136159 · 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 dKV-Cache: The Cache for Diffusion Language Models

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-04T22:20:08.739938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:20:08.739938Z digest=sha256:d2997cc21f5012ea21f0a6d7b58196d3bc73163c56208e7c6e8959efda83ec43