Paper Citation Record · LEDGER

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models

As of 9 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 3 inbound Pith citation observations for arXiv:2506.16054.

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

pith.paper-citation-record.v1
2506.16054 v1

Coverage vector

measured 70 of 70 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:51:05.625977Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T09:22:55.731241Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T09:49:44.827683Z

Reference resolution

70 of 70 outbound references displayed

verified exact0
verified fuzzy37
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 40f13473-88e0-492b-8552-0051ecffe199 · outbound

This paper cites https://resources.nvidia.com/en-us-tensor-core ,.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models https://resources.nvidia.com/en-us-tensor-core ,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.245372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 22107bba-3e60-458f-8b00-34068849c014 · outbound

This paper cites https://docs.amd.com/r/2021.2-English/ug1483-model-composer-sys-gen-user-guide/ DSP48E,.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models https://docs.amd.com/r/2021.2-English/ug1483-model-composer-sys-gen-user-guide/ DSP48E,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.228724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation be31a550-e543-4b19-a6c7-9dca606affdf · outbound

This paper cites Moba: Mixture of block attention.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Moba: Mixture of block attention

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.211648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ac339383-4460-4ea8-8591-a194a701b9e7 · outbound

This paper cites QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMs.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:04.792773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf589556-c1e2-4d91-8b0d-f413ca89f1fc · outbound

This paper cites RainFusion: Adaptive Video Generation Acceleration via Multi-Dimensional Visual Redundancy.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models RainFusion: Adaptive Video Generation Acceleration via Multi-Dimensional Visual Redundancy

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:04.877354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81a09fc4-af98-4d86-a281-ec2dce407603 · outbound

This paper cites Pixart- α: Fast training of diffusion transformer for photorealistic text-to-image synthesis, 2023.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Pixart- α: Fast training of diffusion transformer for photorealistic text-to-image synthesis, 2023

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.195285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 65439646-eafa-4f93-8680-4b93e0e56dcf · outbound

This paper cites Hardware acceleration of sparse and irregular tensor computations of ml models: A survey and insights.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Hardware acceleration of sparse and irregular tensor computations of ml models: A survey and insights

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.179828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9862f58b-5461-4252-ae6a-b5497ede07ed · outbound

This paper cites Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.186517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e6ea537-b7fc-4a28-acc5-ad995ed85e24 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.296552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35edc0f1-42d0-4bba-88db-b80ba96dc7b4 · outbound

This paper cites R2r: Efficiently navigating divergent reasoning paths with small-large model token routing.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models R2r: Efficiently navigating divergent reasoning paths with small-large model token routing

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.307908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff253678-ee5e-475b-9449-27e353da9db6 · outbound

This paper cites Moa: Mixture of sparse attention for automatic large language model compression, 2024.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Moa: Mixture of sparse attention for automatic large language model compression, 2024

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.163791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ca7d1ebe-c8c2-49ed-9433-75b741fd4dc1 · outbound

This paper cites FrameFusion: Combining Similarity and Importance for Video Token Reduction on Large Vision Language Models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models FrameFusion: Combining Similarity and Importance for Video Token Reduction on Large Vision Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.316975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c53dc3a-6247-42a8-bf01-82c913187c3f · outbound

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

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Clipscore: A reference-free evaluation metric for image captioning

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.147052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 70c0bf38-4b18-49e2-b9ee-402b1413667b · outbound

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

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Gans trained by a two time-scale update rule converge to a local nash equilibrium

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.131021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 197f0536-f34e-4010-b0c7-9506d72aa179 · outbound

This paper cites Open-Sora.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Open-Sora

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.114317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6065c072-55c3-458e-b9f3-fb4b310eef5b · outbound

This paper cites Qvgen: Pushing the limit of quantized video generative models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Qvgen: Pushing the limit of quantized video generative models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.336621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f320bd9e-5f10-4597-96fe-2cd2ae9cb08e · outbound

This paper cites VBench: Comprehensive Benchmark Suite for Video Generative Models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models VBench: Comprehensive Benchmark Suite for Video Generative Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.341299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74f81c97-9fdd-443a-ac6a-295c489b7551 · outbound

This paper cites Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, and Lili Qiu.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, and Lili Qiu

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.097510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e0d75ec8-a19c-4fd9-af8a-34f25fd55248 · outbound

This paper cites Flux.1: A high-quality text-to-image model.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Flux.1: A high-quality text-to-image model

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.080670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d85b7bbf-d45f-4ca2-90db-e93fe302d280 · outbound

This paper cites Flexprefill: A context-aware sparse attention mechanism for efficient long-sequence inference, 2025.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Flexprefill: A context-aware sparse attention mechanism for efficient long-sequence inference, 2025

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.064891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e10f7041-f47d-4b42-b356-5e4dd725026e · outbound

This paper cites Svdqunat: Absorbing outliers by low-rank components for 4-bit diffusion models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Svdqunat: Absorbing outliers by low-rank components for 4-bit diffusion models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.359947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8411e65-4afe-4107-9b81-5b0f96ab574d · outbound

This paper cites Mbq: Modality-balanced quantization for large vision-language models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Mbq: Modality-balanced quantization for large vision-language models

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.048138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cd399d00-fa43-4ec2-ac3c-053644d1f619 · outbound

This paper cites Evaluating quantized large language models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Evaluating quantized large language models

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.029985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c9fbb866-6e7e-4ac0-8923-1eec75bee05f · outbound

This paper cites Q-diffusion: Quantizing diffusion models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Q-diffusion: Quantizing diffusion models

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:07.013456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f3e3e0be-b8e7-4a3a-a3bd-34492836fef8 · outbound

This paper cites TokLIP: Marry Visual Tokens to CLIP for Multimodal Comprehension and Generation.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models TokLIP: Marry Visual Tokens to CLIP for Multimodal Comprehension and Generation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.377160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97fd9b32-a573-4da2-9428-7d2c82926f23 · outbound

This paper cites Duquant: Distributing outliers via dual transformation makes stronger quantized llms.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Duquant: Distributing outliers via dual transformation makes stronger quantized llms

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.996393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c16a4583-0fd7-4fb4-9790-2f02c162bd6d · outbound

This paper cites AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.387096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83de083e-ed3f-4d35-a19f-aa8be04c7895 · outbound

This paper cites Lawrence Zitnick, and Piotr Dollár.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Lawrence Zitnick, and Piotr Dollár

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.980247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0c7bfd5d-7842-4cd9-8446-a2f147022ddb · outbound

This paper cites FPSAttention: Training-Aware FP8 and Sparsity Co-Design for Fast Video Diffusion.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models FPSAttention: Training-Aware FP8 and Sparsity Co-Design for Fast Video Diffusion

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.396844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f1e34e4-af45-4e1e-a329-a8bf8030d791 · outbound

This paper cites From Reusing to Forecasting: Accelerating Diffusion Models with TaylorSeers.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models From Reusing to Forecasting: Accelerating Diffusion Models with TaylorSeers

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.401910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df4693bc-bdfd-4a6e-9a8a-910229384ab7 · outbound

This paper cites PM-KVQ: Progressive Mixed-precision KV Cache Quantization for Long-CoT LLMs.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models PM-KVQ: Progressive Mixed-precision KV Cache Quantization for Long-CoT LLMs

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.406333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a626de08-5c20-40af-b665-ff05536d79cd · outbound

This paper cites EvalCrafter: Benchmarking and Evaluating Large Video Generation Models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models EvalCrafter: Benchmarking and Evaluating Large Video Generation Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.411761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2726c9ee-4f9c-4433-9cb6-3123e886caca · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Swin transformer: Hierarchical vision transformer using shifted windows

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.964518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9718ddbe-77f1-4a6b-a1a1-f470422cf245 · outbound

This paper cites A White Paper on Neural Network Quantization.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models A White Paper on Neural Network Quantization

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.422860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcc726ad-e46c-4467-9e50-78d7eddffe88 · outbound

This paper cites Scalable diffusion models with transformers, 2023.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Scalable diffusion models with transformers, 2023

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.948857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5fb43c8e-3ffa-4a87-888f-fcaed390b982 · outbound

This paper cites Post-training quantization on diffusion models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Post-training quantization on diffusion models

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.932492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1abf0676-b877-419c-b657-b294733098e2 · outbound

This paper cites Plug-and-play 1.x-bit kv cache quantization for video large language models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Plug-and-play 1.x-bit kv cache quantization for video large language models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.438352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6335c5e-33c0-4c9e-ba5a-8e43da91cdbe · outbound

This paper cites Cogvideox-5b.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Cogvideox-5b

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.916858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 808c4c4b-90b4-474a-92b2-8006f8100529 · outbound

This paper cites Fvd: A new metric for video generation.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Fvd: A new metric for video generation

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.899504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 797fc8e3-7acc-4280-a230-e06fbc66ead9 · outbound

This paper cites Attention is all you need.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Attention is all you need

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.882181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d09bb5e1-0b16-4106-b61c-d2c1abc95514 · outbound

This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Wan: Open and Advanced Large-Scale Video Generative Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.459083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba9e7812-4aeb-47e3-969c-81bb70d6c717 · outbound

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

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Image quality assessment: From error visibility to structural similarity

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.866356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2af81003-62fb-4016-98e5-7c1841e560db · outbound

This paper cites GODIVA: Generating Open-DomaIn Videos from nAtural Descriptions.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models GODIVA: Generating Open-DomaIn Videos from nAtural Descriptions

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.470756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29025d51-14d7-49c4-a750-8bbf77ac3595 · outbound

This paper cites Exploring video quality assessment on user generated contents from aesthetic and technical perspectives.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Exploring video quality assessment on user generated contents from aesthetic and technical perspectives

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.850114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 09f3f71e-2c8f-4692-ab8c-41ecd814d9a4 · outbound

This paper cites Sparse videogen: Accelerating video diffusion transformers with spatial-temporal sparsity, 2025.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Sparse videogen: Accelerating video diffusion transformers with spatial-temporal sparsity, 2025

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.831953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eb3176f0-b26e-4050-811a-2033d5ee0502 · outbound

This paper cites Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.488394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edb0e63f-bca9-4cf9-a086-445fad910dfb · outbound

This paper cites Efficient multi-task llm quantization and serving for multiple lora adapters.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Efficient multi-task llm quantization and serving for multiple lora adapters

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.815417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 19a7852d-479e-450c-9889-535fd0a746c6 · outbound

This paper cites Training-free and adaptive sparse attention for efficient long video generation, 2025.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Training-free and adaptive sparse attention for efficient long video generation, 2025

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.500128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3d561b9-8361-4088-926b-c1aa386268e3 · outbound

This paper cites Infllm: Training-free long-context extrapolation for llms with an efficient context memory,.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Infllm: Training-free long-context extrapolation for llms with an efficient context memory,

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.505477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 987a1a00-881e-42f3-a533-a9ddfce3622f · outbound

This paper cites DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.511335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8155a58-580c-469e-b3ec-98da7a163cb0 · outbound

This paper cites Efficient streaming language models with attention sinks, 2024.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Efficient streaming language models with attention sinks, 2024

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.778691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fe5c8862-117c-40f9-a117-ba5ddff78986 · outbound

This paper cites EfficientLLM: Scalable Pruning-Aware Pretraining for Architecture-Agnostic Edge Language Models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models EfficientLLM: Scalable Pruning-Aware Pretraining for Architecture-Agnostic Edge Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.522354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6810644c-df25-4459-ba20-0086de6a5fd9 · outbound

This paper cites Imagereward: Learning and evaluating human preferences for text-to-image generation, 2023.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Imagereward: Learning and evaluating human preferences for text-to-image generation, 2023

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.762134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e89ccf27-81f0-47fa-897b-42b273e38716 · outbound

This paper cites Sparse VideoGen2: Accelerate Video Generation with Sparse Attention via Semantic-Aware Permutation.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Sparse VideoGen2: Accelerate Video Generation with Sparse Attention via Semantic-Aware Permutation

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.533597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a90d210-1879-4f2c-afd9-77c390433939 · outbound

This paper cites SeerAttention: Learning Intrinsic Sparse Attention in Your LLMs.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models SeerAttention: Learning Intrinsic Sparse Attention in Your LLMs

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.539269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85e7ca4c-4869-4314-98fc-344ac48e69ca · outbound

This paper cites CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.544820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd4237d9-5bba-4b84-a7cf-ff57294490ee · outbound

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

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models DiTFastattn: Attention compression for diffusion transformer models

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.745330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 28ea73ba-e42d-477b-946b-9fa96788e2d1 · outbound

This paper cites Big Bird: Transformers for Longer Sequences.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Big Bird: Transformers for Longer Sequences

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.556548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9c8e80f-e931-49cb-8794-66e87f536836 · outbound

This paper cites Sageattention2: Efficient attention with thorough outlier smoothing and per-thread int4 quantization, 2024.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Sageattention2: Efficient attention with thorough outlier smoothing and per-thread int4 quantization, 2024

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.728865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1cfd8fa2-48a5-49cf-8675-dcebbfd6e4d8 · outbound

This paper cites Sageattention3: Microscaling fp4 attention for inference and an exploration of 8-bit training.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Sageattention3: Microscaling fp4 attention for inference and an exploration of 8-bit training

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.567177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 772340de-aba6-4585-a1ad-545d2404a0b1 · outbound

This paper cites Sageattention: Accurate 8-bit attention for plug-and-play inference acceleration.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Sageattention: Accurate 8-bit attention for plug-and-play inference acceleration

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.711021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 60dd34f0-429e-45f0-aca4-0ccce2511578 · outbound

This paper cites Spargeattn: Accurate sparse attention accelerating any model inference.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Spargeattn: Accurate sparse attention accelerating any model inference

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.577632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73e653c1-61fc-4678-b41a-9fb4739bcccf · outbound

This paper cites Spargeattn: Accurate sparse attention accelerating any model inference, 2025.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Spargeattn: Accurate sparse attention accelerating any model inference, 2025

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.692804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bf026bb8-1c7a-4a69-91ea-331b455d0370 · outbound

This paper cites Fast Video Generation with Sliding Tile Attention.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Fast Video Generation with Sliding Tile Attention

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.591383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aab87744-35e6-4f3a-93dd-d848650de30b · outbound

This paper cites Faster video diffusion with trainable sparse attention.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Faster video diffusion with trainable sparse attention

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.597518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dba0caa-bad5-4e6c-a16a-752d4abd5ae4 · outbound

This paper cites Accurate INT8 Training Through Dynamic Block-Level Fallback.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Accurate INT8 Training Through Dynamic Block-Level Fallback

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:05.603947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e12275ef-9160-4cc3-98c6-b137af8d12c5 · outbound

This paper cites H 2o: Heavy-hitter oracle for efficient generative inference of large language models, 2023.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models H 2o: Heavy-hitter oracle for efficient generative inference of large language models, 2023

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.676321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f4bf25be-015c-4fb9-8fb7-bf10ef0c9d89 · outbound

This paper cites Flasheval: Towards fast and accurate evaluation of text-to-image diffusion generative models.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Flasheval: Towards fast and accurate evaluation of text-to-image diffusion generative models

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.659813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e062e1eb-31cd-48cf-a5f8-934d6f50ca8c · outbound

This paper cites Vidit-q: Efficient and accurate quantization of diffusion transformers for image and video generation, 2025.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models Vidit-q: Efficient and accurate quantization of diffusion transformers for image and video generation, 2025

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.642445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c4419178-731a-45bf-a357-94885e91fdc7 · outbound

This paper cites skipping.

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models skipping

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:51:06.624107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation dac1cfcd-a98a-4114-982a-36d5e4c07256 · inbound

Efficient Video Diffusion Models: Advancements and Challenges cites this paper.

Efficient Video Diffusion Models: Advancements and Challenges PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models

Reference 194

Resolution: verified exact; arxiv_id, observed 2026-05-10T09:03:26.339861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 908e6438-6909-4813-a979-f17ceb788497 · inbound

HASTE: Training-Free Video Diffusion Acceleration via Head-Wise Adaptive Sparse Attention cites this paper.

HASTE: Training-Free Video Diffusion Acceleration via Head-Wise Adaptive Sparse Attention PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-15T05:19:46.176449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 057ba5b3-7239-453d-aa50-9d73c6ab6b97 · inbound

ScalingAttention: Discovering Intrinsic Sparse Attention Topology for Video Diffusion Transformers cites this paper.

ScalingAttention: Discovering Intrinsic Sparse Attention Topology for Video Diffusion Transformers PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T09:49:44.829010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.