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Paper Citation Record · LEDGER

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models

As of 15 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 2 inbound Pith citation observations for arXiv:2512.16483.

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

pith.paper-citation-record.v1
2512.16483 v2

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T15:36:52.608732Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:26:00.317722Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T16:41:18.339903Z

Reference resolution

21 of 21 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved21
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  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d7b5677-c01c-466b-a25d-4c7fcfb38efd · outbound

This paper cites Demystifying MMD GANs.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models Demystifying MMD GANs

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:50.037557Z digest=sha256:1e5331aebdb2e26f57e6edb3cf6631faa98e63c365083316a833175ed87ea191

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

This paper cites SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping.

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

Reference 9

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:50.904737Z digest=sha256:7159a780d13551da5604875801cbb33e00bfa6a9e0d470813163bebbd7c56887

Observation 3f73e09c-dc71-4cf5-bd54-39411ac00943 · outbound

This paper cites STAR: Scale-wise Text-conditioned AutoRegressive image generation.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models STAR: Scale-wise Text-conditioned AutoRegressive image generation

Reference 10

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:51.058815Z digest=sha256:8b197d4a9f562bec843b6f245226c6ab870c79e512884e004a551c4ada74a996

Observation 70e91f46-7163-4878-a42c-6e83fdf87912 · outbound

This paper cites LMFusion: Adapting Pretrained Language Models for Multimodal Generation.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 12

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:51.177913Z digest=sha256:d0cb539b77250113dad2b2457310975f3ad28b9a3754a2759d0f0ece701f143e

Observation 98926ff3-b4d9-40f2-91a9-d2479d88797e · outbound

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

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 13

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:51.306411Z digest=sha256:6db3a751efa4c61d804b4bf1a381634733614a073ab8968e8406ba42161ab79b

Observation 44849abb-ee0d-4bed-b2a8-4cb90aa1b756 · outbound

This paper cites Training-free Diffusion Acceleration with Bottleneck Sampling.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models Training-free Diffusion Acceleration with Bottleneck Sampling

Reference 15

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no resolver link, observed 2026-08-03T15:36:51.412863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:51.412863Z digest=sha256:9eb9a4a2525d0931e9ecad3a4cfa47bef10c32b9f46581367cb357d111daa4dd

Observation ecfb36a1-eea3-4c79-a58b-8556aff97796 · outbound

This paper cites SimpleAR: Pushing the Frontier of Autoregressive Visual Generation through Pretraining, SFT, and RL.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models SimpleAR: Pushing the Frontier of Autoregressive Visual Generation through Pretraining, SFT, and RL

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:51.561917Z digest=sha256:13216bb0511d8762cf47df5aa62d85c2d4d011e0dcb123c7fae6fc1d1a5b8c1f

Observation eab438ad-02ca-4a4c-b52c-00080c6ccd75 · outbound

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

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models Emu3: Next-Token Prediction is All You Need

Reference 17

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no resolver link, observed 2026-08-03T15:36:51.771800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:51.771800Z digest=sha256:0dbe8b556339d7bf818a6f49900a1bcf0c8697dad0f7cfa4510fd51bf5bd3a7d

Observation c36b438b-8ecc-4a04-82cc-d6552f9a305d · outbound

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

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models LiteVAR: Compressing Visual Autoregressive Modelling with Efficient Attention and Quantization

Reference 18

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:51.983813Z digest=sha256:758ce18a6e0cb282f04435a247f3ded103182337d7f7feb170b585698c59ad62

Observation a373d2fd-0024-44e0-b6ff-7250cd6a1bdc · outbound

This paper cites Scaling Autoregressive Models for Content-Rich Text-to-Image Generation.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models Scaling Autoregressive Models for Content-Rich Text-to-Image Generation

Reference 19

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no resolver link, observed 2026-08-03T15:36:52.177245Z

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source=pdf_text observed=2026-08-03T15:36:52.177245Z digest=sha256:e34d4f89b402a9a1fa94f54c788dac94ee3e613a03136d9f0a0c6a2b977f4c1f

Observation 8a5e6df1-2985-4877-b4df-426f2092330a · outbound

This paper cites 7 is negligible, confirming that the statistical rankrfor a givenαgeneralizes robustly across diverse text prompts.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models 7 is negligible, confirming that the statistical rankrfor a givenαgeneralizes robustly across diverse text prompts

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:52.539258Z digest=sha256:4ac56f2ba9229c11fe9ae8d7abe2dca2895023c1de01fb12518fc56409ca4dd8

Observation 3ee3ea91-4c69-4b74-aeca-7799e02fc403 · outbound

This paper cites an unresolved cited work.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models Unresolved cited work

Reference 22

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:52.608732Z digest=sha256:eb90470eabbeb661345f29d4c6f76e5727322ee5243a57e87adff8f2e58fbafa

Observation e5803694-1c57-411d-850f-d21d795d766e · outbound

This paper cites A training-free style-aligned image generation with scale-wise autore- gressive model.arXiv preprint arXiv:2504.06144,.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models A training-free style-aligned image generation with scale-wise autore- gressive model.arXiv preprint arXiv:2504.06144,

Reference 1998

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no resolver link, observed 2026-08-03T15:36:51.097733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:51.097733Z digest=sha256:0b231d31b51c40466bb889ed18cad9d41b8853e1f502ddc77de4068f76548b0a

Observation 4a31e0ba-7675-468b-b585-1a96aa9af8ae · outbound

This paper cites A Note on the Inception Score.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models A Note on the Inception Score

Reference 2001

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no resolver link, observed 2026-08-03T15:36:49.814649Z

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source=pdf_text observed=2026-08-03T15:36:49.814649Z digest=sha256:0ad0426f9c4d98f55fc06c60af4f3e715a067c5f85f71e91be229aec4536e6c1

Observation c2dea1b5-0c4c-4b52-a036-b28e3c97712a · outbound

This paper cites Classifier-free diffusion guidance.NeurIPS 2021 Workshop on Deep Generative Models and Downstream Applications,.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models Classifier-free diffusion guidance.NeurIPS 2021 Workshop on Deep Generative Models and Downstream Applications,

Reference 2017

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:50.566553Z digest=sha256:819797a0c8a764289f99ba5cf7e6f2e8ec1e767b5e03d8b1e8c154081d7f6c22

Observation 7a6fb70f-40d9-4bd2-b39e-e00a722c884f · outbound

This paper cites APPENDIX A APPENDIX: IMPLEMENTATION DETAILS A.1 STATISTICALANALYSIS OF THERANK In order to determine the rankrcorresponding to a givenαsatisfying Eq.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models APPENDIX A APPENDIX: IMPLEMENTATION DETAILS A.1 STATISTICALANALYSIS OF THERANK In order to determine the rankrcorresponding to a givenαsatisfying Eq

Reference 2018

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:36:52.458930Z digest=sha256:b776b2d3a264a567a407d5325c11f55fb5cfb43f5dcb991d3f868109ae26302b

Observation 72795bb1-a7fc-443b-9bc3-3a5b1f5f3a9a · outbound

This paper cites Image Quality Assessment: Unifying Structure and Texture Similarity.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models Image Quality Assessment: Unifying Structure and Texture Similarity

Reference 2020

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source=pdf_text observed=2026-08-03T15:36:50.366092Z digest=sha256:d3656b9e2994b57bbf89177198a5942680460f0d3f0aff49b88f6277bdecb33b

Observation 53b73086-fc35-4b00-8f1c-1be1cb0c8220 · outbound

This paper cites ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment

Reference 2022

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source=pdf_text observed=2026-08-03T15:36:50.738692Z digest=sha256:f3fac3c114cd87e2f53000ce918857e241812baf869f083e876b608625d29a1b

Observation 1105f03a-98bf-4050-b882-c2c3a1b0a0c4 · outbound

This paper cites an unresolved cited work.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models Unresolved cited work

Reference 2023

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source=pdf_text observed=2026-08-03T15:36:50.462089Z digest=sha256:c6429aea95f35f58235de463879143a7a1196f1c3ee3097d8cd088fb5f05c30f

Observation 36d9c833-008f-4cc1-95b5-26c11799ff6f · outbound

This paper cites Tts-var: A test-time scaling framework for visual auto-regressive generation.arXiv preprint arXiv:2507.18537, 2025a.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models Tts-var: A test-time scaling framework for visual auto-regressive generation.arXiv preprint arXiv:2507.18537, 2025a

Reference 2024

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source=pdf_text observed=2026-08-03T15:36:50.132636Z digest=sha256:66bffa50ce262af3a98f900aeb511f43af4af6a05399a4d0efff9132c3868d07

Observation 42008e05-9ce7-4c49-b66d-37c1e66b7aa1 · outbound

This paper cites Chameleon: Mixed-Modal Early-Fusion Foundation Models.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 2025

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source=pdf_text observed=2026-08-03T15:36:51.378339Z digest=sha256:fb2684d9422a3b0b54ac12959a16a360d400832b27fe3afc37e6440619fc488a

Pith citing papers

Observation aeaf0569-5d2c-4b1e-ba17-1599e4a94650 · inbound

Visual Implicit Autoregressive Modeling cites this paper.

Visual Implicit Autoregressive Modeling FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models

Reference 26

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arxiv_id, observed 2026-05-28T02:04:12.870946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-05-09T15:20:03.981830Z digest=sha256:283de037cef196aecd3002949ef1ffef5e9b5b0a07ecbdfd31efb4aaae3be38e

Observation 4e6f0fc6-8805-4d98-b1cc-d0874c286110 · inbound

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

SparSTAR: Sparse Attention for SpaceTime AutoRegressive Video Synthesis FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models

Reference 28

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:26:00.317722Z digest=sha256:f36f77f94fcdd64379a054eb024a9d471bbdc8afb4d7be3ef5b50f36791cd686