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Paper Citation Record · LEDGER

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

As of 17 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 6 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 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:26:00.302349Z

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=sha256:8a5db8d1d01be13565eda2be0aa664afd2c04afd5625e4706a843d38aa3f7150

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=sha256:1bc051d52bd42dba8f1e82e7b44a170a1f93d6b71a82c2bf0b95a2f7dd942845

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:05:01.216793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.078698Z digest=sha256:1da9be43826b5eb8651211bcfd00adda842943d7ee15806a668651e69f845a53

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.082713Z digest=sha256:8ed04f2b2941c02e30c70766f6700cb23a7eb3d2e48b88db2287b42b24fd5609

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.086951Z digest=sha256:a547f61322b66d12ef267e4127493c363b49c5b079adf3fc36c9d1339f54f010

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:c46d6a6ec61891dce6f595e5a4e47d3b3970100b9f5603b3af321288e9ff4a3d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.096203Z digest=sha256:04920ccbb454b369805b17105490a2dd568beadabfa9ad94e60ddd0ec109b2a3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.100184Z digest=sha256:24fb2d98373aee0616d791eae0e5cc2a8b09d7614c8ecb6a7ba1ec9aa7300124

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=sha256:05cbfcfd1c5428810d5ccc16969f58dde1daa31c40358dc1ebebf6be494737b3

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=sha256:1243377d2e8bce63824002c37f84962e2d5af7b8caec10cedf01a77a532409c3

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

Resolution
unresolved
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=sha256:335bbce6ca53001909ad23bd8e549a3a9d08bc24cc1a68fdcdb739f2c6bef5de

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

Resolution
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.117180Z digest=sha256:9b3c7f148c06d495b684ef8b4b13c026a7424ec62d94135de215e1f9a653ecd2

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.121008Z digest=sha256:d98dcc9bfa16c91a1067b62b971275916f7b9d0e5d92e63c4720c6d8fd8100cb

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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unresolved
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=sha256:25f3c0ba892bf70df1b47c44e5822064abff840a3220d4c25d1f8ac644fdab2a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.128714Z digest=sha256:282674a1e6c3fed2a79247503b5773eabc2cb1baa222af86dd3f026a9a5b7d8b

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

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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=sha256:94549e4296e9d429b854960f8bd13ba298f934b0ecc44fc570eb3134c09d9a98

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.136543Z digest=sha256:f0f189a62320b28de694af82beee3bad0d78c493f802e4b82dc4ea88081d108b

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=sha256:74f158b2c57c0c47aea2bdfbaee2638a683a8019661fa4b83706cde404496a55

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:b4a35052198ec74f3a4446c5933ae4626fab71f59aeded49f8805dcb2d16d947

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.149135Z digest=sha256:29562a6fb66e423041bc2c896bb14dc2c89cb4b13331254f743db23d97acb7d8

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=sha256:3e6710fb1ec07fe08b82be9ef4f044c51a256b5bbf78d060c18b086cd1d4b6e5

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.156431Z digest=sha256:30b9e33eae0c06d5b45f60d89efe8ab11b7459c1feef170dacbf2ac22767ca25

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:ed35dced502abbda37896a6085e5584a7ce8b78efb937d072a607554fd282c7a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.163574Z digest=sha256:7eafab3275dc5a35498fe7610fd2f6215ae704390d9054e3465ee6ce0e462a8c

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=sha256:66d2d3832160cf29b554e7aada59d2207f66466be9b4cde6aed8faaffad6b48d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.276670Z digest=sha256:5d862334f2867a0fbb9dfbfa2cf84c0e07a9d81702937de32dd08100d9360e73

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.279975Z digest=sha256:302cbaf9d5d2130203e0d02488ae95d7d8737d996c9a0ca87763fcf5365b4278

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=sha256:60a66ceb1e58001a26d47b5945d626e613a42c823f2f5186c9b9f12a5f3e8d19

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.287056Z digest=sha256:734df5c4fd883d0dc984ba65d8b7f456bd441c53545aeb5c5c41adeba5885589

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:d87b4bdf11ea94981bcd725c344cde340d4fa83ea3ff63118f2e4c76c2a2aa4d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.294764Z digest=sha256:04631dc017acdd0244501d5b119e50bce8fff6de4c866ae74f34a0bd2f5c7b96

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.298543Z digest=sha256:eb1197ec6292fc9305a8677407053f35cccfff6c91091999b5813d43e23470c0

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.302520Z digest=sha256:1e4548c4f51d0dc1c1a37059454a3f23ef62a662a77f900f420625ba2b3f4d15

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.306167Z digest=sha256:40eae17ac2ff775164fdad2ccf0f053252c4e22e52c96f2e655cebed1b71b99c

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=sha256:873b514c581c2f3039a61c6c031a45f5a069df9d9d34be9da97d6260549c7c60

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.313395Z digest=sha256:2f2fbeb89d7442276eb1750c56d98b9ba69f828f2cfdde4c8c0fa38768594464

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
unresolved
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.322549Z digest=sha256:397cc9727d0ea59d48397325311411c1699bd0c8bfc69f3c67e4f80bad6950db

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:cac4ef8efb77055c1be06681f2cbcccb008523131d535d112e658658bf1e04b0

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=sha256:38e94dccfa690c6041de522509291a6df82e8a969cdac4d20a3aa198d282c3c8

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=sha256:52497295ef974cbb2613de2a74568346302d0e92367446f88db062dbb69966c0

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.342250Z digest=sha256:86c7d424e5ab2dcdae6fac3b606de75f6f6ea9429afbd681bd16d6bb9f280647

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.349445Z digest=sha256:cff0ba9e30c3984a5824148ed88c2baa99fbf378c26417b6afba6f775b6c6340

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=sha256:1a955e80716e725e13e1cfe104a39c0c7e21f29e39b49c527096031013a8f801

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.357429Z digest=sha256:0c8d8e11bfc5f5149e6832db5112449fada7982723949e9400f35a030e28af2c

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:dcd6de6b2c4d220a8ce82b9b5025ed917dddf361e184c253723167f2a421e4a6

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:05:00.365638Z digest=sha256:91d355b0c1d07e4b36d5b769187c0946be7d612a1216c06182a718c487dfc064

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:ef82061f93ef11585e9e695a653b6232a4a0453dfcdb4b4b7cc6ddffccecb8c0

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:a4f69b85e13f575150a01d44ba9921ce3a2864399fcbb734a9b549cc707afcd1

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=sha256:7159a780d13551da5604875801cbb33e00bfa6a9e0d470813163bebbd7c56887

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-10T06:22:55.035749Z digest=sha256:aec848888124563e7cd7adb56066a1d98964b274dd5fb4fb69224dd8c721ead8

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-05-09T15:20:03.981830Z digest=sha256:a6d6bd892149c824458cff39f6aa372bdfe2d7ac60c5c724451e0057d6ddb1a1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T22:38:26.147074Z digest=sha256:181e470b95bfaf664773eaf0ceed3ff2b4153cae4c5567b25176cd4a1e1e0a58

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:e87a6636e22f7834c538b1452a157127325e8c4923696e41f88cee089b5f0c45

Observation 2e23caa8-07e3-4422-9f02-bbdbef9d94a2 · inbound

SparSTAR: Sparse Attention for SpaceTime AutoRegressive Video Synthesis cites this paper.

SparSTAR: Sparse Attention for SpaceTime AutoRegressive Video Synthesis SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T14:26:00.302349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:26:00.302349Z digest=sha256:853f7a9cf3a315e52e08d4826db6d46816b9278e325c7f0494cad9087f192ff0