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Paper Citation Record · LEDGER

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping

As of 8 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 5 inbound Pith citation observations for arXiv:2506.08908.

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

pith.paper-citation-record.v1
2506.08908 v3

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:05:00.373361Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T06:03:02.989389Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T22:42:46.741980Z

Reference resolution

53 of 53 outbound references displayed

  • verified exact4
  • verified fuzzy21
  • unresolved28
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b798552d-d263-4485-a4d4-c8179a05b7d2 · outbound

This paper cites GPT-4 Technical Report.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping GPT-4 Technical Report

Reference 1

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no resolver link, observed 2026-08-07T05:05:00.069691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.069691Z digest=sha256:4f5d6f2f06b637a50af3dc40582ba283b9cc7905d061e1aff19f36c2540806db

Observation 4c49ce55-abd5-4b8a-882c-946738637d1b · outbound

This paper cites Token Merging: Your ViT But Faster.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Token Merging: Your ViT But Faster

Reference 2

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no resolver link, observed 2026-08-07T05:05:00.074475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.074475Z digest=sha256:40ec9466cd6961b3b10f698b501e50dbbe81d747c13d60579cb4190b72a9727e

Observation 17aa3901-154b-4749-9210-822d7c4a8c88 · outbound

This paper cites Token merging for fast stable diffusion.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Token merging for fast stable diffusion

Reference 3

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.078698Z digest=sha256:10bd7b7bf82ad6e3fa8df665dd382349ea0bd7df3a0e9a3b77f95f39a26af99c

Observation b7212cf0-3d54-4a30-8946-14e77ef9f382 · outbound

This paper cites M-bev: Masked bev perception for robust au- tonomous driving.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping M-bev: Masked bev perception for robust au- tonomous driving

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.205237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.082713Z digest=sha256:fe46eb385a481cae1aa94cee9aafb028744c880ff99022857686e5fe8baed283

Observation 9593fc1f-e5e8-48d8-8362-3ee05673f667 · outbound

This paper cites Attentive snippet prompting for video retrieval.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Attentive snippet prompting for video retrieval

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.192904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.086951Z digest=sha256:bde781cdedd13e1f1b55beae95ec776ea5217765203b191133295a0549a2fd81

Observation ffe0c12d-1a86-49ba-83df-a0f46bbde0de · outbound

This paper cites Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient

Reference 6

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no resolver link, observed 2026-08-07T05:05:00.091225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.091225Z digest=sha256:3a611d6ad3a11692221e49bc039e13f45302c1e91f2a2fe2f2c3495f3af4dd99

Observation 9750217b-288a-4ac6-8fd2-4c9c58753419 · outbound

This paper cites Structural pruning for diffusion models.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Structural pruning for diffusion models

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.181137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.096203Z digest=sha256:e30f56b8a0b2145be718887be82e36229d6ee88a04b8d2c5ab7683ec68576db9

Observation 2a7668b3-4763-449e-b4cc-4e3caa1a41ad · outbound

This paper cites Dit4edit: Diffusion transformer for image editing.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Dit4edit: Diffusion transformer for image editing

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.166374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.100184Z digest=sha256:4e20cf99ba3f1e45ad2e2c95db42d7ba5457921fd67e27df372138a7f6a18cb9

Observation cf7d119d-2279-4d38-a13e-4926ea68ec61 · outbound

This paper cites GenEval: An Object-Focused Framework for Evaluating Text-to-Image Alignment.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping GenEval: An Object-Focused Framework for Evaluating Text-to-Image Alignment

Reference 9

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no resolver link, observed 2026-08-07T05:05:00.104119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.104119Z digest=sha256:7d743a479dea7cb4aaa3fee9bc06307f3e79677f0d5f4523bf7d9c73541250db

Observation b8714055-2082-454f-9748-7f3f0d91e8e8 · outbound

This paper cites FastVAR: Linear Visual Autoregressive Modeling via Cached Token Pruning.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping FastVAR: Linear Visual Autoregressive Modeling via Cached Token Pruning

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.108519Z digest=sha256:0f17fdeb1d0d24736699967d57ac5bdf01be42a468f1f1010627550fa7049a50

Observation 2b05900d-392f-4dc9-8c7d-04bbc1305fa3 · outbound

This paper cites Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis

Reference 11

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no resolver link, observed 2026-08-07T05:05:00.113258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.113258Z digest=sha256:ad6dc67fe7ba5efd4b0e65b365180e96ed9f70d52ab461fd812fd82f8cbef19f

Observation b80bff0d-32e8-4767-8aa1-144c37e3c0f5 · outbound

This paper cites Clipscore: A reference-free evaluation metric for image captioning.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Clipscore: A reference-free evaluation metric for image captioning

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.152729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.117180Z digest=sha256:1ea3909e87a925d0406957c7042edb108c8e696aa7822d5257c2d5988244848d

Observation 36312c75-b778-410c-a5fa-2478c18b4be0 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilibrium.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Gans trained by a two time-scale update rule converge to a local nash equilibrium

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.139936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.121008Z digest=sha256:779c6f2a5ec09a7c6c6840c1dc0c4c9a194c9439f8cd0670f9feed5553676ca1

Observation 7a52c430-ef02-4e2d-8946-8cd77feb10af · outbound

This paper cites Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation

Reference 14

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no resolver link, observed 2026-08-07T05:05:00.124659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.124659Z digest=sha256:7fa17e35b6a6a0eaef11d7573da938ecf56adb565c3180dd8dba5496934995e3

Observation b01ef66d-5b3f-4298-bdf8-460b2cc30a57 · outbound

This paper cites Faster Diffusion: Rethinking the role of unet encoder in diffusion models.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Faster Diffusion: Rethinking the role of unet encoder in diffusion models

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.127311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.128714Z digest=sha256:897360321a8cbd6cdb99613a7f8eb8b3a922d09b2ac284c7816f2103f64b59a9

Observation 20bbb047-5818-4a12-b461-ddeddd31e9ce · outbound

This paper cites Autoregressive Image Generation without Vector Quantization.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Autoregressive Image Generation without Vector Quantization

Reference 16

Resolution
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no resolver link, observed 2026-08-07T05:05:00.132581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.132581Z digest=sha256:14f5c6e28d1c78a6456643beb0b42fd2b2d56940254114ee9d90881c3675e825

Observation 665c70b6-93cd-40c7-81b1-561b29333bde · outbound

This paper cites Q-Diffusion: Quantizing diffusion models.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Q-Diffusion: Quantizing diffusion models

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.115587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.136543Z digest=sha256:9057c37a927ed2b3fe2eb3157a9ac8e073df2cc10a928fff51fa1d0bf40d29bd

Observation 706012d4-a61f-401b-95a4-d33aad107f67 · outbound

This paper cites Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining

Reference 18

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no resolver link, observed 2026-08-07T05:05:00.140921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.140921Z digest=sha256:94932db7c84e693d3687dc5b2ab828c8f256507347b0dd678bf39655f7451654

Observation 2096bcab-40ff-4624-ac99-02b3150b196d · outbound

This paper cites Faster Diffusion via Temporal Attention Decomposition.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Faster Diffusion via Temporal Attention Decomposition

Reference 19

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no resolver link, observed 2026-08-07T05:05:00.144973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.144973Z digest=sha256:96cbd87b868ab9233fdad6faabb53f45b1f7844431aca17af86a7e194f180110

Observation 76e5f75f-bee5-4e1c-9e93-0ffbf0994261 · outbound

This paper cites Avatarartist: Open-domain 4d avatarization.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Avatarartist: Open-domain 4d avatarization

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.101984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.149135Z digest=sha256:0efb0b589cc371c0c633bc75d2a83fe176072e7ea6680d93ab943d7c5bdfd583

Observation c31556c7-3364-4fe8-a5c9-86f377709fc5 · outbound

This paper cites Learning-to-Cache: Accelerating Diffusion Transformer via Layer Caching.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Learning-to-Cache: Accelerating Diffusion Transformer via Layer Caching

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.152790Z digest=sha256:9e0f644e3b55ebc7dc146691d1305f72761834a9146d393d6426a4f5e5074a4d

Observation 480c3273-02d2-41ff-b68f-3aad570c2c74 · outbound

This paper cites DeepCache: Accelerating diffusion models for free.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping DeepCache: Accelerating diffusion models for free

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.088374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.156431Z digest=sha256:f966e0086fe9ed41c30a25d1c4e2228dcf3388b90c1da3b8b458478125380b06

Observation 248314b3-1d62-4c02-bb64-78a1179aaf8c · outbound

This paper cites Follow-Your-Creation: Empowering 4D Creation through Video Inpainting.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Follow-Your-Creation: Empowering 4D Creation through Video Inpainting

Reference 23

Resolution
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no resolver link, observed 2026-08-07T05:05:00.159866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.159866Z digest=sha256:f9b1d992217ef39ba84113f3db6d8d7dc43663c202f984bc58f98ad55f6cb0d4

Observation 0122bcbc-b7bd-480f-8e37-600f5db28612 · outbound

This paper cites Follow your pose: Pose-guided text-to-video generation using pose-free videos, 2024.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Follow your pose: Pose-guided text-to-video generation using pose-free videos, 2024

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.076114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.163574Z digest=sha256:ea71c11a0132b3bae3151690ecf8a9805b242d966d3bef948a7ee40277b16d73

Observation 1f91cdf3-986f-4cf0-bf9a-d9f7d0fe3cf1 · outbound

This paper cites Follow-Your-Click: Open-domain Regional Image Animation via Short Prompts.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Follow-Your-Click: Open-domain Regional Image Animation via Short Prompts

Reference 25

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no resolver link, observed 2026-08-07T05:05:00.167059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.167059Z digest=sha256:974916ab7755dcd5a4087f3506449caeb5f7851be72525b750f2b115801a5eef

Observation 3c36ffa3-c079-4070-aa0c-3eab224f2aeb · outbound

This paper cites Follow-your-emoji: Fine-controllable and expressive freestyle portrait animation.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Follow-your-emoji: Fine-controllable and expressive freestyle portrait animation

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.269401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.269401Z digest=sha256:9d66068c06ac3f4fa4a8643289dc97a99183e231b38430a3274891f883217cf2

Observation ca5b36fa-f339-4a14-8746-678eded55074 · outbound

This paper cites Follow-your-motion: Video motion transfer via efficient spatial-temporal decoupled finetuning.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Follow-your-motion: Video motion transfer via efficient spatial-temporal decoupled finetuning

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.273146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.273146Z digest=sha256:38f185ab023e016b8f21877f7e7c9e3b2d163b37962080e8ee438f4d16f1e28d

Observation 63956d96-dff6-42a4-9f20-c25a43606d26 · outbound

This paper cites Visual knowledge graph for human action reasoning in videos.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Visual knowledge graph for human action reasoning in videos

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.058344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.276670Z digest=sha256:57c40bb5d3d79e4ba5b11520a237c1c43d50cdaed919879c3facf8fee20baec9

Observation da87d217-9936-42ba-b543-fddb3f173612 · outbound

This paper cites On distillation of guided diffusion models.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping On distillation of guided diffusion models

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.047562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.279975Z digest=sha256:f12104fced40abe89d2768fec407b7d00f17aea8aa9f030aa80bc73403a28a44

Observation 2b65e6b3-b41b-481f-a1dc-836960a99e1a · outbound

This paper cites Progressive Distillation for Fast Sampling of Diffusion Models.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Progressive Distillation for Fast Sampling of Diffusion Models

Reference 30

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no resolver link, observed 2026-08-07T05:05:00.283578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.283578Z digest=sha256:e0817252d75805212fdcc583ac88c94002603b9bf278fd1d4160d525e2f368bc

Observation b8d5c15e-3a3c-47da-867a-cc86616e3fc2 · outbound

This paper cites Post-training quantization on diffusion models.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Post-training quantization on diffusion models

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.036895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.287056Z digest=sha256:7a04ef27cc80784535c0b2019487e98e49c540eb8da2413f6a585f9a18f4bd51

Observation 5ec2cfc0-122b-4202-9ca9-0e7543db66af · outbound

This paper cites Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.290536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.290536Z digest=sha256:db79da3ee7c92919216c6906f36840ef182080706d37a561a7f227b14263816f

Observation bf1e618c-3144-4880-b835-b8794f4bc2ac · outbound

This paper cites Visual autoregressive modeling: Scalable image generation via next-scale prediction.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Visual autoregressive modeling: Scalable image generation via next-scale prediction

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.024281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.294764Z digest=sha256:f7910369021f9ebd6ee1f713d443956ef3ee5fe25caa85dea97bf1809c8cfcfb

Observation 8c0b50e3-8cd9-4477-a2a8-e07a786d35f4 · outbound

This paper cites UniPaint: Unified Space-time Video Inpainting via Mixture-of-Experts.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping UniPaint: Unified Space-time Video Inpainting via Mixture-of-Experts

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:05:00.712823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.298543Z digest=sha256:5db4c3ff025b374dfd536feaa7b0236bf1616fc39b81bb27ff261a76caa32381

Observation c0b8c3f8-b5ba-483a-ad96-cc7735a83a19 · outbound

This paper cites Attention- driven training-free efficiency enhancement of diffusion models.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Attention- driven training-free efficiency enhancement of diffusion models

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.010093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.302520Z digest=sha256:b468319afcbe541ef10c317f9ad3ad65ae1b9088085d761072aebbd8c9bac996

Observation ce458604-8709-48b4-94be-0aa5e77ac8f7 · outbound

This paper cites COVE: Unleashing the Diffusion Feature Correspondence for Consistent Video Editing.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping COVE: Unleashing the Diffusion Feature Correspondence for Consistent Video Editing

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:05:00.694011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.306167Z digest=sha256:733ed9a87bc704ba87af39bcb5bb6cb43ef872011e939d3c85e191371e6a75a1

Observation b2bc7136-6b6e-4951-bac4-dd1d3e6d8bf9 · outbound

This paper cites Taming Rectified Flow for Inversion and Editing.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Taming Rectified Flow for Inversion and Editing

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.309783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.309783Z digest=sha256:17c05284bbb9527a838f55df58603e9139749491bf589204d7e849e867d24946

Observation ba6994f0-16a6-4b65-9132-1941dcf71542 · outbound

This paper cites Freqformer: Frequency-domain transformer for 3-d visualization and quantification of human retinal circula- tion.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Freqformer: Frequency-domain transformer for 3-d visualization and quantification of human retinal circula- tion

Reference 38

Resolution
verified exact
raw_fallback, observed 2026-08-07T05:05:00.666902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.313395Z digest=sha256:01f40568b21589a012ba0d9f52f9452df9ff9cb8c4c705356d79f8647cb14ff9

Observation 460b970c-4f3d-4705-8cab-4b54ee313ee0 · outbound

This paper cites Emu3: Next-Token Prediction is All You Need.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Emu3: Next-Token Prediction is All You Need

Reference 39

Resolution
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no resolver link, observed 2026-08-07T05:05:00.318411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.318411Z digest=sha256:dfb6854e2b5d7e36a49740338b502f96475afad530cf81cebd0c76714f1805f5

Observation 4256d0c5-ae04-4972-a7b7-4896dba56998 · outbound

This paper cites Image quality assessment: from error visibility to structural similarity.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Image quality assessment: from error visibility to structural similarity

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:00.998125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.322549Z digest=sha256:01d55352fafb32a46f3eb704a40af1994a4672a0d59f8670d8d8ce48867daa97

Observation 3dbd5e3e-38d1-44a6-9580-2dcfd9f90a2d · outbound

This paper cites Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.326195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.326195Z digest=sha256:03a1f33f4700ec0674091a5bdfb47b88b69e67c717920b2c5cf0b46b583c229a

Observation fb0d709e-abe2-446f-aaa3-21910d5e70c1 · outbound

This paper cites Show-o: One Single Transformer to Unify Multimodal Understanding and Generation.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.330313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.330313Z digest=sha256:5a681800e1d6447f8d5e631aef05160da036ce436a7751df0fd48c37e8fef97b

Observation 2d859106-d2a3-4cda-aa56-ffffc724c76d · outbound

This paper cites LiteVAR: Compressing Visual Autoregressive Modelling with Efficient Attention and Quantization.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping LiteVAR: Compressing Visual Autoregressive Modelling with Efficient Attention and Quantization

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.334284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.334284Z digest=sha256:e95f0501163dc9f835d4e809f8958bd15dbd678d569f7a0d77614eb3532a497b

Observation 34a3f7af-1d33-4e3b-b50a-1267b2c848ba · outbound

This paper cites Enhancing Image Generation Fidelity via Progressive Prompts.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Enhancing Image Generation Fidelity via Progressive Prompts

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.338256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.338256Z digest=sha256:a1c25318d4ade33b5196a1f754a45daf810d1b4db402f7dc0612dd92f42fe752

Observation ee74db7d-ab34-444a-a568-11bbcd58acf0 · outbound

This paper cites Imagereward: Learning and evaluating human preferences for text-to-image generation.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Imagereward: Learning and evaluating human preferences for text-to-image generation

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:00.986268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.342250Z digest=sha256:dce98d4c33aa7c7dcb241f03777d97ebb48cd9bc9d16f01d56ce8d95e06495fc

Observation 3f787c47-9f2d-4e73-ae37-bcb5910d610b · outbound

This paper cites Eedit: Rethinking the spatial and temporal redundancy for efficient image editing.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Eedit: Rethinking the spatial and temporal redundancy for efficient image editing

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.345852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.345852Z digest=sha256:fffd937eb2f0a224b5828503e7c8db4a96f751c3ebc2f8ffad93d2f996596b55

Observation f3af897d-1d25-422a-8145-d5ab6e55218d · outbound

This paper cites Follow-Your-MultiPose: Tuning-Free Multi-Character Text-to-Video Generation via Pose Guidance.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Follow-Your-MultiPose: Tuning-Free Multi-Character Text-to-Video Generation via Pose Guidance

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:05:00.458397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.349445Z digest=sha256:e314c1d34d4008f6310591341c89b1cc2eecb1a86995f499e2f2bfa50e9d6288

Observation 584a6dae-3c60-445b-851f-ae671c3cf42e · outbound

This paper cites Token Pruning for Caching Better: 9 Times Acceleration on Stable Diffusion for Free.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Token Pruning for Caching Better: 9 Times Acceleration on Stable Diffusion for Free

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.353449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.353449Z digest=sha256:63837567897c859c36b681f78bfd87a6a9862bc255da96cb381d4633d387a4f4

Observation 43bb03cc-dde3-4323-ade5-3117350932e5 · outbound

This paper cites Efros, Eli Shechtman, and Oliver Wang.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Efros, Eli Shechtman, and Oliver Wang

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:00.973343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.357429Z digest=sha256:5a69d482225cd09ded776bbb14514f98b13d3c2518a7fb29979043afa9e67188

Observation 9af70896-102d-4b44-beba-01703288c775 · outbound

This paper cites Follow-Your-Color: Multi-Instance Sketch Colorization.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Follow-Your-Color: Multi-Instance Sketch Colorization

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.361492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.361492Z digest=sha256:f769cf40d51bacd517e8f3d045694110de610f6566eafb1833052bff803d49af

Observation 4e5cd414-f4f7-414d-aab8-72ff359af0a6 · outbound

This paper cites Multibooth: Towards generating all your concepts in an image from text.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Multibooth: Towards generating all your concepts in an image from text

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:00.961421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:05:00.365638Z digest=sha256:5a4ca97608d0990f8f987579ea0678a518793b6295ba9237755a06b1b2f0f36c

Observation ef217826-c66b-4a3c-8a75-2e60a4c0280a · outbound

This paper cites InstantSwap: Fast Customized Concept Swapping across Sharp Shape Differences.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping InstantSwap: Fast Customized Concept Swapping across Sharp Shape Differences

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.369289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.369289Z digest=sha256:e15302c12c43707cab15553c9bffcc8d69ac4351d5d02bfe76d9ecbd2972b7e3

Observation c04b06ce-d225-49e1-8e88-42fcc3000149 · outbound

This paper cites Accelerating Diffusion Transformers with Token-wise Feature Caching.

SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping Accelerating Diffusion Transformers with Token-wise Feature Caching

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T05:05:00.373361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:05:00.373361Z digest=sha256:075784e529162886a30ddb82f262a3ffb062d5de125def4335010a5c94d2b1da

Pith citing papers

Observation c08be5a6-2d28-405b-8b4b-a8bf89c22116 · inbound

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models cites this paper.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-03T15:36:50.904737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:50.904737Z digest=sha256:c5107455d451b6dd51df85b9116083fb55d0607f15630d048880c1e194bfccb2

Observation 6558e2ea-035e-4a40-b58d-db7ddd2bb605 · inbound

Depth Adaptive Efficient Visual Autoregressive Modeling cites this paper.

Depth Adaptive Efficient Visual Autoregressive Modeling SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-10T06:26:27.599562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T06:22:55.035749Z digest=sha256:daedf870ac9e69fc13816908892d6595528215f0660f0de51e508a0c55b2c887

Observation b822af90-d77f-4547-9be4-02d5535d3d1c · inbound

Visual Implicit Autoregressive Modeling cites this paper.

Visual Implicit Autoregressive Modeling SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-11T16:41:18.330734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-09T15:20:03.981830Z digest=sha256:4b45e5af49f9651e3154c66b78c73340ffefaecb7cb03f788b2e99b36c0e08ac

Observation 25677df4-2b59-4de7-b43e-229e4442bb78 · inbound

Where to Refine, When to Stop: Rethinking Redundancy via Latent Discrepancy for Efficient Visual Autoregressive Generation cites this paper.

Where to Refine, When to Stop: Rethinking Redundancy via Latent Discrepancy for Efficient Visual Autoregressive Generation SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-06-28T22:42:46.743473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-28T22:38:26.147074Z digest=sha256:d9cad5a301f6b22f5b3192be900045b509af051c7ba184b669ae40cdadbbe28e

Observation 915723ad-f099-48e2-850c-17976f233d8f · inbound

Token Radius Attention for Efficient Video Generation cites this paper.

Token Radius Attention for Efficient Video Generation SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-04T06:03:02.989389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T06:03:02.989389Z digest=sha256:e186eb215a2198150b9fe386e260aa1b0527e8736b3202e72884b0c41ad80f88