Paper Citation Record · LEDGER

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective

As of 7 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 3 inbound Pith citation observations for arXiv:2507.01652.

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

pith.paper-citation-record.v1
2507.01652 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:53:52.338248Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:04:55.318883Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T05:26:24.691404Z

Reference resolution

59 of 59 outbound references displayed

verified exact1
verified fuzzy33
unresolved25
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 20860b13-d022-40a2-845d-a3b7bd7e98cc · outbound

This paper cites Diffusion models beat gans on image synthesis.Conference on Neural Infor- mation Processing Systems (NeurIPS), 34:8780–8794, 2021.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Diffusion models beat gans on image synthesis.Conference on Neural Infor- mation Processing Systems (NeurIPS), 34:8780–8794, 2021

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:58.113638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a4db18ec-b2ff-4bc5-a7cf-9114bd9189ab · outbound

This paper cites Cascaded diffusion models for high fidelity image generation.Journal of Ma- chine Learning Research (JMLR), 23(1):2249–2281, 2022.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Cascaded diffusion models for high fidelity image generation.Journal of Ma- chine Learning Research (JMLR), 23(1):2249–2281, 2022

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:57.928780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 713ce1ba-2fe7-4ccc-9d2a-a32e9869ca1d · outbound

This paper cites High-resolution image syn- thesis with latent diffusion models.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective High-resolution image syn- thesis with latent diffusion models

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:57.778160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6730df90-d562-4292-910b-5dd2b8069df8 · outbound

This paper cites Scalable diffusion models with transformers.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Scalable diffusion models with transformers

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:57.637360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 59092473-0440-493f-ba67-9efca368794c · outbound

This paper cites Tavg- bench: Benchmarking text to audible-video generation.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Tavg- bench: Benchmarking text to audible-video generation

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:57.502256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fc43366e-f33a-4e6d-8c35-aa1975925352 · outbound

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

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:48.265514Z

Source-reported events for the cited work

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Observation be2f1aaf-2865-4c2d-9729-362f68ebe5ae · outbound

This paper cites You Only Scan Once: Efficient Multi-dimension Sequential Modeling with LightNet.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective You Only Scan Once: Efficient Multi-dimension Sequential Modeling with LightNet

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:48.387966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ab39326-3430-4716-a016-0925a67bc04f · outbound

This paper cites Large Scale GAN Training for High Fidelity Natural Image Synthesis.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Large Scale GAN Training for High Fidelity Natural Image Synthesis

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:48.529907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8373a724-4999-4a45-94f4-a06ee343b623 · outbound

This paper cites Scaling up gans for text-to-image synthesis.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Scaling up gans for text-to-image synthesis

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:57.363002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 418a27cd-3708-4c48-9480-f8a15751f449 · outbound

This paper cites Stylegan- xl: Scaling stylegan to large diverse datasets.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Stylegan- xl: Scaling stylegan to large diverse datasets

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:57.226038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e1649975-2636-4397-a9d5-d077606262f6 · outbound

This paper cites Denoising diffu- sion probabilistic models.Conference on Neural Information Processing Systems (NeurIPS), 33:6840–6851, 2020.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Denoising diffu- sion probabilistic models.Conference on Neural Information Processing Systems (NeurIPS), 33:6840–6851, 2020

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:57.113751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 97bdcd06-9207-4f69-b87b-967c74080a4c · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective LLaMA: Open and Efficient Foundation Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:49.006401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91cca3e4-7f2a-4853-b9b8-0a56ec0ebba0 · outbound

This paper cites Improving language understanding by gen- erative pre-training.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Improving language understanding by gen- erative pre-training

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:49.072697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 440a119e-717c-40da-85e6-3abf277bd6be · outbound

This paper cites DeepSeek-V3 Technical Report.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective DeepSeek-V3 Technical Report

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:49.201502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e9a6f3d-9eef-4fdc-9e0d-56262d72dc0d · outbound

This paper cites Attention is all you need.Conference on Neural Information Processing Systems (NeurIPS), 30, 2017.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Attention is all you need.Conference on Neural Information Processing Systems (NeurIPS), 30, 2017

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:56.954962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 432c101f-d92f-4887-b0d2-2eeb22130f23 · outbound

This paper cites Scaling Laws for Linear Complexity Language Models.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Scaling Laws for Linear Complexity Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:49.345780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0ac3d41-214f-40fa-b460-fc46b753bb74 · outbound

This paper cites Various lengths, constant speed: Ef- ficient language modeling with lightning attention.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Various lengths, constant speed: Ef- ficient language modeling with lightning attention

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:56.832953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d09ba383-8686-477c-913a-a3c5f3a72e66 · outbound

This paper cites MiniMax-01: Scaling Foundation Models with Lightning Attention.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective MiniMax-01: Scaling Foundation Models with Lightning Attention

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:49.499466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b651afc-4782-45ac-8eb7-75106f0e50af · outbound

This paper cites Jamba: A Hybrid Transformer-Mamba Language Model.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Jamba: A Hybrid Transformer-Mamba Language Model

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:49.564325Z

Source-reported events for the cited work

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Observation dfdc79ad-b7ff-4ed1-97a0-324df561e2ed · outbound

This paper cites Transformers are rnns: Fast autoregres- sive transformers with linear attention.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Transformers are rnns: Fast autoregres- sive transformers with linear attention

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:56.690420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 18f3efcb-dce6-421e-a7f1-b5ad54142dec · outbound

This paper cites cosformer: Rethinking softmax in attention.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective cosformer: Rethinking softmax in attention

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:56.564784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c8e7b4e4-ca2e-4fa4-84e8-de1db2da8fdf · outbound

This paper cites Gated Linear Attention Transformers with Hardware-Efficient Training.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Gated Linear Attention Transformers with Hardware-Efficient Training

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:49.744104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e9dba9c-218b-4101-8b18-a40041e754f6 · outbound

This paper cites Retentive Network: A Successor to Transformer for Large Language Models.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Retentive Network: A Successor to Transformer for Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:49.813545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51e4888c-1a75-4931-bf6d-5bc24ea002bf · outbound

This paper cites Hierarchi- cally gated recurrent neural network for sequence model- ing.Conference on Neural Information Processing Systems (NeurIPS), 36, 2024.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Hierarchi- cally gated recurrent neural network for sequence model- ing.Conference on Neural Information Processing Systems (NeurIPS), 36, 2024

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:56.453118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 573992a7-f2eb-43aa-b04e-c85c2dff66dd · outbound

This paper cites HGRN2: Gated Linear RNNs with State Expansion.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective HGRN2: Gated Linear RNNs with State Expansion

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:49.949048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43291e7d-ffaf-4d78-9ece-fb7657e46066 · outbound

This paper cites MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:50.028630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98a97f1e-d66e-4552-8af2-d18991f9ed6d · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Imagenet: A large-scale hierarchical image database

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:56.291873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6f183138-0cb0-4b17-b7cd-dd458a7bf05e · outbound

This paper cites Maskgit: Masked generative image transformer.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Maskgit: Masked generative image transformer

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:56.135083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1653b923-7c5a-41c8-8fbf-955f76b6ab9e · outbound

This paper cites Mage: Masked generative encoder to unify representation learning and image synthe- sis.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Mage: Masked generative encoder to unify representation learning and image synthe- sis

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:55.983438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2a5636f9-b8be-443c-8a9a-27c3cdaf561b · outbound

This paper cites Autoregressive image generation without vec- tor quantization.Conference on Neural Information Process- ing Systems (NeurIPS), 37:56424–56445, 2025.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Autoregressive image generation without vec- tor quantization.Conference on Neural Information Process- ing Systems (NeurIPS), 37:56424–56445, 2025

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:55.828870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 69d18f33-3ea2-45db-a8bc-744330a8e3eb · outbound

This paper cites Magvit: Masked generative video transformer.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Magvit: Masked generative video transformer

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:55.679552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d871d5e7-2038-4a5b-b170-1b8f5f0485f4 · outbound

This paper cites Bert: Pre-training of deep bidirectional trans- formers for language understanding.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Bert: Pre-training of deep bidirectional trans- formers for language understanding

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:55.532155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 52c42260-25d3-4676-9ad6-0b22ab95ec51 · outbound

This paper cites Taming transformers for high-resolution image synthesis.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Taming transformers for high-resolution image synthesis

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:55.386191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 215b9d88-e3d4-4743-a305-6659cc34e6ab · outbound

This paper cites Vector-quantized Image Modeling with Improved VQGAN.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Vector-quantized Image Modeling with Improved VQGAN

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:50.536909Z

Source-reported events for the cited work

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Observation 557df913-c271-4ba1-9ebc-656c75e99105 · outbound

This paper cites Auto-Encoding Variational Bayes.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Auto-Encoding Variational Bayes

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:50.597005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a3d153e-4542-4907-b772-e6ed5fb2cf5f · outbound

This paper cites Neural discrete representation learning.Conference on Neural Information Processing Systems (NeurIPS), 30, 2017.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Neural discrete representation learning.Conference on Neural Information Processing Systems (NeurIPS), 30, 2017

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:55.239288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5cdea1a8-c53a-44ee-8b72-d77010d5c024 · outbound

This paper cites Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:50.735276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9782eed2-17ba-486d-b000-3d39baf17dd3 · outbound

This paper cites Parallelized Autoregressive Visual Generation.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Parallelized Autoregressive Visual Generation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:50.800900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1206060-f4c2-4603-a6da-2288fef146a0 · outbound

This paper cites Next Patch Prediction for Autoregressive Visual Generation.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Next Patch Prediction for Autoregressive Visual Generation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:50.885357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6f24d10-35e4-40ec-bec7-d55522b0425e · outbound

This paper cites ZipAR: Parallel Auto-regressive Image Generation through Spatial Locality.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective ZipAR: Parallel Auto-regressive Image Generation through Spatial Locality

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:50.949769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94441927-3fba-4097-aa24-4d85323b66dd · outbound

This paper cites ImageFolder: Autoregressive Image Generation with Folded Tokens.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective ImageFolder: Autoregressive Image Generation with Folded Tokens

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:51.001183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31ce2303-2f6b-4bb5-9450-faac9089c934 · outbound

This paper cites Scalable autoregressive image generation with mamba.arXiv preprint arXiv:2408.12245,.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Scalable autoregressive image generation with mamba.arXiv preprint arXiv:2408.12245,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:51.053425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0c06f97-3046-41d1-ad39-e1e7fea46258 · outbound

This paper cites Elucidating the design space of language models for image generation.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Elucidating the design space of language models for image generation

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Resolution: verified exact; local_arxiv, observed 2026-08-06T20:53:52.571526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 156fee4c-55c2-4d2f-866b-6dc7d2aa454f · outbound

This paper cites Random feature atten- tion.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Random feature atten- tion

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:55.097129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 28e5e51f-bc0b-4a4a-9526-76b9c1b90d02 · outbound

This paper cites Rethinking attention with perform- ers.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Rethinking attention with perform- ers

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:54.907326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 82e5f3c3-e3d2-47ba-af54-3422b96291bf · outbound

This paper cites The devil in linear transformer.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective The devil in linear transformer

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:54.716031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation de10f394-71f8-4b84-abee-5b99a3ced245 · outbound

This paper cites TransNormerLLM: A Faster and Better Large Language Model with Improved TransNormer.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective TransNormerLLM: A Faster and Better Large Language Model with Improved TransNormer

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:51.424146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcf79186-e80e-4991-924b-ff205854cdb5 · outbound

This paper cites Improving the gating mechanism of re- current neural networks, 2020.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Improving the gating mechanism of re- current neural networks, 2020

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:54.505043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 166313c5-33ed-4ad3-91d1-80e29bbac9bd · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:51.565972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d75e2aa7-6134-4d99-a86b-85c530fb4df4 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilib- rium.Conference on Neural Information Processing Systems (NeurIPS), 30, 2017.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Gans trained by a two time-scale update rule converge to a local nash equilib- rium.Conference on Neural Information Processing Systems (NeurIPS), 30, 2017

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:54.358010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3f77c835-85cf-499a-9d9d-c48d213d60b6 · outbound

This paper cites Improved techniques for training gans.Conference on Neural Information Pro- cessing Systems (NeurIPS), 29, 2016.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Improved techniques for training gans.Conference on Neural Information Pro- cessing Systems (NeurIPS), 29, 2016

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:54.232101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f9b9c877-bd90-4699-a344-950465f151d4 · outbound

This paper cites Improved precision and recall met- ric for assessing generative models.Conference on Neural Information Processing Systems (NeurIPS), 32, 2019.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Improved precision and recall met- ric for assessing generative models.Conference on Neural Information Processing Systems (NeurIPS), 32, 2019

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:54.094675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7767b5a7-eb76-4de7-b539-110ceb7cd6fe · outbound

This paper cites Diffusion models beat gans on image synthesis.Conference on Neural Infor- mation Processing Systems (NeurIPS), 34:8780–8794, 2021.

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:53.925848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4989efe2-218c-48d0-b02b-76e1e3e46b4b · outbound

This paper cites Classifier-Free Diffusion Guidance.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Classifier-Free Diffusion Guidance

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:51.932955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 025c2251-894b-4587-9c97-3f2353803260 · outbound

This paper cites Fla: A triton-based library for hardware-efficient implementations of linear attention mech- anism, January 2024.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Fla: A triton-based library for hardware-efficient implementations of linear attention mech- anism, January 2024

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:53.732039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 11db7111-ef47-43ef-a494-2b3b85b04650 · outbound

This paper cites Roformer: Enhanced transformer with rotary position embedding.Neurocomputing, 568:127063,.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Roformer: Enhanced transformer with rotary position embedding.Neurocomputing, 568:127063,

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:52.090642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 199bdc8a-b96f-4619-adbf-e47434abffd9 · outbound

This paper cites Taming transformers for high-resolution image synthesis.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Taming transformers for high-resolution image synthesis

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:53.546553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 92b95f62-d3dc-4467-87e2-e49ed9335924 · outbound

This paper cites Vector-quantized image modeling with im- proved VQGAN.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Vector-quantized image modeling with im- proved VQGAN

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:53.403275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b3056cfb-797c-482f-bef2-0c749ce1fed3 · outbound

This paper cites Autoregressive image generation using residual quantization.

Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective Autoregressive image generation using residual quantization

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:53:53.210586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

Observation b08d946e-b2e5-4dc2-ace7-5b1c264ee31b · inbound

Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning cites this paper.

Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T00:01:17.810853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53e14b0e-dad7-493c-9f19-f6dbff676719 · inbound

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation cites this paper.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T00:04:55.318883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58cd5239-ff29-413a-9f10-cc77a2cca64a · inbound

PhysEDA: Physics-Aware Learning Framework for Efficient EDA With Manhattan Distance Decay cites this paper.

PhysEDA: Physics-Aware Learning Framework for Efficient EDA With Manhattan Distance Decay Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:26:24.697090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.