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Paper Citation Record · LEDGER

Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 65 inbound Pith citation observations for arXiv:2502.01776.

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

pith.paper-citation-record.v1
2502.01776 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 65 of 65 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:45:11.296944Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T09:49:44.815320Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

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Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 28a836d7-a604-44bd-b446-d255f7676526 · inbound

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

RainFusion: Adaptive Video Generation Acceleration via Multi-Dimensional Visual Redundancy Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 38

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:45:11.296944Z digest=sha256:64103dd72d89c9f4595274cc4bbfd7c361c799f095ed99c6a757c3f719d7c1dc

Observation e310da7f-e507-47da-9b95-4f8ec4dc6b43 · inbound

SageAttention2++: A More Efficient Implementation of SageAttention2 cites this paper.

SageAttention2++: A More Efficient Implementation of SageAttention2 Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 2023

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no resolver link, observed 2026-08-07T13:44:50.914597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:44:50.914597Z digest=sha256:9ecf21aa22fa869e4f5599aeb0cc7967a11247a15e8e8d92b6bfa9842ab9709a

Observation e7e096eb-6989-47c4-b97d-ae330f0af6cf · inbound

Sparse-vDiT: Unleashing the Power of Sparse Attention to Accelerate Video Diffusion Transformers cites this paper.

Sparse-vDiT: Unleashing the Power of Sparse Attention to Accelerate Video Diffusion Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 38

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no resolver link, observed 2026-08-07T11:15:17.692975Z

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source=pdf_text observed=2026-08-07T11:15:17.692975Z digest=sha256:eadb7ab6d203d1eddcbe3c7ccb4226432fcd24bbee66f70e09fe2fb5996b8150

Observation 8888815c-1f7c-436d-bf57-7b8b239f0207 · inbound

Dual-Expert Consistency Model for Efficient and High-Quality Video Generation cites this paper.

Dual-Expert Consistency Model for Efficient and High-Quality Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 60

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no resolver link, observed 2026-08-07T11:14:09.579398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:14:09.579398Z digest=sha256:d31685dae2d45baa99e6dd1c1ca977dd72d5825b3ebc07bc4f2a48a084fe527a

Observation 0f8e8662-d508-44ac-99ac-8055f127d9e2 · inbound

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas cites this paper.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 51

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no resolver link, observed 2026-08-07T11:18:58.832753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:18:58.832753Z digest=sha256:ec90cd01e19988df13a5cff6b900afdba1b8af70332c7ac860b4c163c08bbe55

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

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

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

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

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T23:51:05.488394Z digest=sha256:f875d541d38bfe556c86399e3902c8362ef0561d6eaa47ec8614cac603b4b0b9

Observation 717e076e-05f6-4bc1-a421-d25a846e2616 · inbound

TurboVSR: Fantastic Video Upscalers and Where to Find Them cites this paper.

TurboVSR: Fantastic Video Upscalers and Where to Find Them Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 56

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no resolver link, observed 2026-08-06T21:41:37.039836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:41:37.039836Z digest=sha256:920a1ef90463b5437aaa304a6dc04a49f466f7942c2e2eec6911ca289cb2988c

Observation bf59e288-1278-4493-969b-8c959b7228cc · inbound

VMoBA: Mixture-of-Block Attention for Video Diffusion Models cites this paper.

VMoBA: Mixture-of-Block Attention for Video Diffusion Models Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 37

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no resolver link, observed 2026-08-06T21:34:05.295827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:34:05.295827Z digest=sha256:ca6ec37068b9b86af16503047c4fe897f411fd7e8ca4e1e11cbcb28191a4ac2c

Observation 44e63883-ca03-4026-8c47-1279fea49fa5 · inbound

FreeLong++: Training-Free Long Video Generation via Multi-band SpectralFusion cites this paper.

FreeLong++: Training-Free Long Video Generation via Multi-band SpectralFusion Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 55

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no resolver link, observed 2026-08-06T21:28:21.806986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:28:21.806986Z digest=sha256:67de20e4bf43eb8c9f3f239e87bb60306b433100e70f2204ccd9de3704b230e9

Observation 488f357b-a0cb-44cb-a952-f1d1a14d6909 · inbound

NABLA: Neighborhood Adaptive Block-Level Attention cites this paper.

NABLA: Neighborhood Adaptive Block-Level Attention Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 26

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no resolver link, observed 2026-08-06T16:26:45.392305Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:26:45.392305Z digest=sha256:c78091e3250d3c3b9016fb8296c255fc3b13f3deccb6c3c580530709aede2bcf

Observation 12b00058-715c-45e1-8ef1-64774960aa2a · inbound

Waver: Wave Your Way to Lifelike Video Generation cites this paper.

Waver: Wave Your Way to Lifelike Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 20

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no resolver link, observed 2026-08-05T17:45:18.378641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:45:18.378641Z digest=sha256:3f0835dceea579579f86a6da7499f42dabdd1d0088717f133fc657014fc1daad

Observation 2ffb7943-4b97-4d80-80f5-79b3fd6fc82c · inbound

OmniCache: A Trajectory-Oriented Global Perspective on Training-Free Cache Reuse for Diffusion Transformer Models cites this paper.

OmniCache: A Trajectory-Oriented Global Perspective on Training-Free Cache Reuse for Diffusion Transformer Models Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 55

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no resolver link, observed 2026-08-05T17:42:59.370738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T17:42:59.370738Z digest=sha256:d46a2dbba8cc77f5e5256a5a6d1f7ab874afcdbc10d58cf349d583d01aa427d6

Observation a0c6e77e-7b67-44f3-8d44-0d7380e0be90 · inbound

FG-Attn: Leveraging Fine-Grained Sparse Attention in Video Diffusion Models cites this paper.

FG-Attn: Leveraging Fine-Grained Sparse Attention in Video Diffusion Models Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 13

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no resolver link, observed 2026-08-04T16:07:02.071295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T16:07:02.071295Z digest=sha256:f9c80b85cf17f6d9849ed23883f008028e93b3c1d2ebf8c942b40fd22971df35

Observation 5f5d2aef-9f1a-4560-b2ab-e7ddb075913f · inbound

Towards Redundancy Reduction in Diffusion Models for Efficient Video Super-Resolution cites this paper.

Towards Redundancy Reduction in Diffusion Models for Efficient Video Super-Resolution Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 16

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arxiv_id, observed 2026-05-18T11:51:20.342942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-18T11:47:22.725217Z digest=sha256:fb5b40ffb3c2db253b867d7f64cf1dc0c1644947330e6c21d079a4df8ba7da70

Observation fc7f59fe-43c7-43d8-aebd-faa67ca10143 · inbound

UltraImageGen: Efficient Ultra-High-Resolution Image Generation with Hierarchical Local Attention cites this paper.

UltraImageGen: Efficient Ultra-High-Resolution Image Generation with Hierarchical Local Attention Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 15

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no resolver link, observed 2026-08-04T09:20:07.411349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:20:07.411349Z digest=sha256:22f5bd842ae48e8ab07c5e4f7a9a57dedfa9aaa158e410c6c9dbbc369bb8b615

Observation 29858386-6753-4d0a-b7d9-e4e9a1103b10 · inbound

Timeripple: Accelerating vDiTs by Understanding the Spatio-Temporal Correlations in Latent Space cites this paper.

Timeripple: Accelerating vDiTs by Understanding the Spatio-Temporal Correlations in Latent Space Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 40

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no resolver link, observed 2026-08-03T22:12:45.435647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T22:12:45.435647Z digest=sha256:153c58ce1d9961003d38996c29d7a044ea3b8d3b7bc1819ad63c1efbb950ef34

Observation 7d0d5553-bf7c-4ced-bdb5-657b68c2f09f · inbound

End-to-End Training for Autoregressive Video Diffusion via Self-Resampling cites this paper.

End-to-End Training for Autoregressive Video Diffusion via Self-Resampling Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 70

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no resolver link, observed 2026-08-03T15:46:12.720965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:46:12.720965Z digest=sha256:c2728e026cab838bf9164c0c0dbef81b29a9ba9ee04f867b9bb3fc1d3037d2b8

Observation c3ebcfb7-2543-4843-82e6-59217e08f0c9 · inbound

Trainable Log-linear Sparse Attention for Efficient Diffusion Transformers cites this paper.

Trainable Log-linear Sparse Attention for Efficient Diffusion Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 34

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no resolver link, observed 2026-08-03T15:35:16.759708Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:35:16.759708Z digest=sha256:42d0c6eaf2fcc94054059f562fb920d9ccf1b58b6af530a7dc581e828f8a522d

Observation 40e70530-067d-413c-9cb8-5e8c17ed031b · inbound

TinyHistory: Lightweight Video History Embeddings via Two-Stage Context Learning cites this paper.

TinyHistory: Lightweight Video History Embeddings via Two-Stage Context Learning Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 64

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no resolver link, observed 2026-08-03T13:35:50.008026Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T13:35:50.008026Z digest=sha256:dd81242cb84601f2205efa71d278271b2b03e3f00a5134d0387192fa673d10ad

Observation caa6157e-9703-4170-913b-e912246b9dfc · inbound

SnapGen++: Unleashing Diffusion Transformers for Efficient High-Fidelity Image Generation on Edge Devices cites this paper.

SnapGen++: Unleashing Diffusion Transformers for Efficient High-Fidelity Image Generation on Edge Devices Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 74

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no resolver link, observed 2026-08-03T10:56:16.020021Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:56:16.020021Z digest=sha256:99092ae3dc9bfb7d060decb31e0b45bff72753f8c61530f8df994b747c059048

Observation 03b351ad-57de-4fe1-ae9d-5270f8adcd29 · inbound

Transition Matching Distillation for Fast Video Generation cites this paper.

Transition Matching Distillation for Fast Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 53

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no resolver link, observed 2026-08-03T10:35:06.618716Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:35:06.618716Z digest=sha256:8531fd8cbba164e91d942a7228936659a8eec816e2b26d667c81b592a2d0e9b1

Observation 12119fda-2811-4a23-a6ff-7627ad1cdcea · inbound

Mixture of Distributions Matters: Dynamic Sparse Attention for Efficient Video Diffusion Transformers cites this paper.

Mixture of Distributions Matters: Dynamic Sparse Attention for Efficient Video Diffusion Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 33

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no resolver link, observed 2026-08-03T10:37:47.346990Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:37:47.346990Z digest=sha256:36a07a488054082b2045391a2e3d290db8be2d8332a0ef755fbb9fea582b822e

Observation 79c64972-fb6b-44b8-9633-1f12f4bcbe5d · inbound

Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Interactive Video Generation cites this paper.

Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Interactive Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 42

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verified exact
arxiv_id, observed 2026-05-21T17:32:01.847359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-21T17:32:01.642256Z digest=sha256:c429d055f2c141ac3424021e3947db2ccda8b94df7093494fba9ed53ae3208d7

Observation b50e13c0-b11d-4195-a62f-4b639e46a6ed · inbound

Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Interactive Video Generation cites this paper.

Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Interactive Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 42

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verified exact
arxiv_id, observed 2026-05-22T11:51:29.979301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-22T11:48:00.633421Z digest=sha256:6db11c174a022ce14c9a670bb1ab188fbe966e279375ee5014a18c09c676c8ad

Observation fbebeb35-b960-4f6f-bae0-f6c268a5e08d · inbound

Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Interactive Video Generation cites this paper.

Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Interactive Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 42

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no resolver link, observed 2026-08-03T05:30:28.604102Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T05:30:28.604102Z digest=sha256:bb02a3bc51e40b192a0acf28845b23c7e6dd39efc3d8078afce4ed670b6957e1

Observation b14e174c-2216-42b4-9311-00c1c05a1efa · inbound

Quant VideoGen: Auto-Regressive Long Video Generation via 2-Bit KV-Cache Quantization cites this paper.

Quant VideoGen: Auto-Regressive Long Video Generation via 2-Bit KV-Cache Quantization Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 18

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metadata mismatch
arxiv_id, observed 2026-05-16T08:00:44.646845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-16T07:58:24.456859Z digest=sha256:e7d95d0d2f00f59ecc8b3a0440f23cbbddb05562c6f1d9742f8d85792a96dc61

Observation bd3b27e8-69d2-4be7-8ddd-69213ce2fd4c · inbound

Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention cites this paper.

Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:33:11.377277Z digest=sha256:9977f832d01f194f0ecc1bc414492bded772a788983f97b50d7f262a4f262105

Observation 2e0fb8c7-50a5-40f6-a6dd-35b2376f3d78 · inbound

Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention cites this paper.

Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 16

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no resolver link, observed 2026-08-04T00:38:17.262351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:38:17.262351Z digest=sha256:ea4e9e800e032adbb8d0f5dcb8922d5d9e555c9aceb45239ca924e696523c5b2

Observation ecaa71af-89a8-40c4-a854-a7c060b3b420 · inbound

S2O: Early Stopping for Sparse Attention via Online Permutation cites this paper.

S2O: Early Stopping for Sparse Attention via Online Permutation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 24

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verified exact
arxiv_id, observed 2026-05-15T19:36:32.881938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T19:32:52.948154Z digest=sha256:f0306a6a5c195ca5957986ecd9587d8cb258d272ebd66e3ec4ea4ccfcfaa6cc0

Observation 237d2c6b-f340-43d5-94ce-b73109df66cc · inbound

Video Compression Meets Video Generation: Latent Inter-Frame Pruning with Attention Recovery cites this paper.

Video Compression Meets Video Generation: Latent Inter-Frame Pruning with Attention Recovery Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 28

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verified exact
arxiv_id, observed 2026-05-15T16:06:14.412858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T16:05:36.307084Z digest=sha256:7f4e5d34ae021d042906e3cb6d7fef082eb15dc3e9dc5ca09bf17b757142d4fb

Observation 033b80b0-a7a8-4f85-8da4-f7a1b3b8e1b0 · inbound

Attention Sparsity is Input-Stable: Training-Free Sparse Attention for Video Generation via Offline Sparsity Profiling and Online QK Co-Clustering cites this paper.

Attention Sparsity is Input-Stable: Training-Free Sparse Attention for Video Generation via Offline Sparsity Profiling and Online QK Co-Clustering Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 9

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verified exact
arxiv_id, observed 2026-05-15T08:59:53.189960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T08:55:52.757489Z digest=sha256:b7c6709dbe58aebf8d997afe10b62b8a1f0c6b53de2e7db4ce32d5da978b8d1b

Observation 0e6c0224-9558-48ca-bf5d-0bd1bc36ccfb · inbound

SURF: Signature-Retained Fast Video Generation cites this paper.

SURF: Signature-Retained Fast Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-21T18:14:17.576394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:ce3fc3982c72490673dbee65d6ff809fe838c3e1c3e7541f493172a14b0d98ba

Observation fd7d2427-4387-4476-b61f-0a66bdd30ead · inbound

Long-Horizon Streaming Video Generation via Hybrid Attention with Decoupled Distillation cites this paper.

Long-Horizon Streaming Video Generation via Hybrid Attention with Decoupled Distillation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:11:10.460354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T16:10:54.363560Z digest=sha256:ac6aec6a7cfe565e2c0b3921cef5295ffa4537d692aa3105abb4354881511ca3

Observation f8708ad2-5f18-43fa-ba59-6d9c95b2a0ec · inbound

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

Efficient Video Diffusion Models: Advancements and Challenges Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 152

Resolution
verified exact
arxiv_id, observed 2026-05-10T09:03:25.714069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T08:28:29.706249Z digest=sha256:79ae7d5175c239e5de7edf566c50a3b23013926ef21ba9b890195c3fe08114dc

Observation f685719a-ab53-4a16-b658-985b3581a6d3 · inbound

Memorize When Needed: Decoupled Memory Control for Spatially Consistent Long-Horizon Video Generation cites this paper.

Memorize When Needed: Decoupled Memory Control for Spatially Consistent Long-Horizon Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-05-10T11:35:19.138279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T04:49:44.525757Z digest=sha256:7a19c38a9d73c6d8b150e5311bf59c2e54d300a098a222b40b932ad2c719648d

Observation 15acc78b-a1d9-4421-9b00-e34d473a2ca2 · inbound

AdaCluster: Adaptive Query-Key Clustering for Sparse Attention in Video Generation cites this paper.

AdaCluster: Adaptive Query-Key Clustering for Sparse Attention in Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-10T09:43:49.671215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T05:09:46.155328Z digest=sha256:a705167b195ba3f36d153b1072e61f9761ea306fcabf5e0ad43bc559711015e8

Observation 86555e28-e483-46d4-9c50-672909cb7cf1 · inbound

DynamicRad: Content-Adaptive Sparse Attention for Long Video Diffusion cites this paper.

DynamicRad: Content-Adaptive Sparse Attention for Long Video Diffusion Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:36:07.908341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-10T01:25:27.819753Z digest=sha256:389d81cdb97be19d6e587bc7a6191ca883ae8ce3e4813d234f94f4e8b36481cb

Observation 65b90f58-c4ac-4e88-bdd1-7390145cb356 · inbound

CoReDiT: Spatial Coherence-Guided Token Pruning and Reconstruction for Efficient Diffusion Transformers cites this paper.

CoReDiT: Spatial Coherence-Guided Token Pruning and Reconstruction for Efficient Diffusion Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-15T04:49:44.342655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T04:47:32.476614Z digest=sha256:3a993794074196d415bf380991c4b6a2c7e1d95c2d9eafe55eabfea78204925b

Observation 5f9cecb8-8c3e-4cb4-9cc4-a890597178d1 · 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 Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-15T05:19:46.250983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T05:17:48.403406Z digest=sha256:1099ddec2abdea0ab532c2577ae8290704410762cd57ff318f8b7738694adb49

Observation ed1dc2ec-a890-4357-8866-461fcf7ce513 · inbound

SparseSAM: Structured Sparsification of Activations in Segment Anything Models cites this paper.

SparseSAM: Structured Sparsification of Activations in Segment Anything Models Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-20T13:48:19.746267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-20T13:45:26.106499Z digest=sha256:fe9b1ed42c2893bd02d82bfdee7871b7c5274755fe2d17cb4fcd44575cb94f41

Observation 64e07104-0506-4a3f-8e73-5dabbc86bf40 · inbound

DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation cites this paper.

DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:45:20.097693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-25T04:44:19.628926Z digest=sha256:1012d351e7a9533e1b6ead9775484b851f4eca7a927e89a272db670a8638bd37

Observation 33bf7c9d-bf25-473a-bfa4-4579457705b9 · inbound

DiSC: Resolution-Scalable Acceleration of Diffusion Models by Exploiting Sparsity and Cached Token Reuse with Hash-based Distribution cites this paper.

DiSC: Resolution-Scalable Acceleration of Diffusion Models by Exploiting Sparsity and Cached Token Reuse with Hash-based Distribution Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-06-29T19:33:53.916733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T19:33:05.248105Z digest=sha256:91cc9e0d01a950c96579fce81eaf238740bb796891a5b806c3101e130b8b1bb5

Observation 282da279-6c72-4d83-8773-c6ced65095f5 · inbound

RT-Lynx: Putting the GEMM Sparsity In a Right Way for Diffusion Models cites this paper.

RT-Lynx: Putting the GEMM Sparsity In a Right Way for Diffusion Models Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 65

Resolution
verified exact
arxiv_id, observed 2026-06-29T19:43:54.747044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T19:40:42.033793Z digest=sha256:0f8f1229c6dce1f98d3fce16ea9380d3aea2706d391a81c4f5f9709acb5dc122

Observation d4b1cc71-f3b3-44e6-b793-4447d2ac072f · inbound

OSP-Next: Efficient High-Quality Video Generation with Sparse Sequence Parallelism, HiF8 Quantization, and Reinforcement Learning cites this paper.

OSP-Next: Efficient High-Quality Video Generation with Sparse Sequence Parallelism, HiF8 Quantization, and Reinforcement Learning Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-06-29T13:13:27.533279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T13:06:02.201607Z digest=sha256:3ed899874b2cd30974f3caf2f3e9843140abf18c4b5935077544f4e3503f81da

Observation 99cdccd7-71f1-408e-a760-0cf1e75ddf3f · inbound

Veda: Scalable Video Diffusion via Distilled Sparse Attention cites this paper.

Veda: Scalable Video Diffusion via Distilled Sparse Attention Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-06-29T08:03:14.720126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T07:54:13.390911Z digest=sha256:af20482885a80976d42f0e284c9e47aa47a3e8416e2cb07805602e7c826a418b

Observation f6732574-dd6f-4a64-91b2-1727272b69f0 · inbound

LVSA: Training-Free Sparse Attention for Long Video Diffusion cites this paper.

LVSA: Training-Free Sparse Attention for Long Video Diffusion Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-06-28T22:42:45.076275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-28T22:35:11.610183Z digest=sha256:0e7d39911c99b456ef9168a6e5be894db707aae6531b0857863979315d7e1d81

Observation 79586b40-ad51-4cad-9c63-c8ea058d3fc4 · inbound

Light Interaction: Training-Free Inference Acceleration for Interactive Video World Models cites this paper.

Light Interaction: Training-Free Inference Acceleration for Interactive Video World Models Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-07-01T19:26:00.145516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-28T22:43:32.749425Z digest=sha256:a9b3c5d42bda36b24d960da6848406d7dc8b933c9007cedb19a402cf75e0844b

Observation 7e67f4da-b947-4130-a9e0-0ed777b9f8bf · inbound

RhymeFlow: Training-Free Acceleration for Video Generation with Asynchronous Denoising Flow Scheduling cites this paper.

RhymeFlow: Training-Free Acceleration for Video Generation with Asynchronous Denoising Flow Scheduling Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:26:56.724770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-28T02:08:44.257127Z digest=sha256:30d8c127210f0391ed2681703fee0f3bb8736ed217fcce5bfdb9c31e4acfce39

Observation 800a0f5a-6871-4465-85f9-71a6ab88187a · inbound

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

ScalingAttention: Discovering Intrinsic Sparse Attention Topology for Video Diffusion Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 9

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T09:49:44.816794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-26T09:22:55.731241Z digest=sha256:4a9bd82f6e67c284ab21f7f0978d8401432df6bec0c65fe0406ed888fcf36dab

Observation f30539c6-8789-4c39-9d06-b6a6890d702e · inbound

Sol Video Inference Engine: Agent-Native Full-Stack Acceleration Framework for Efficient Video Generation cites this paper.

Sol Video Inference Engine: Agent-Native Full-Stack Acceleration Framework for Efficient Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-07-04T08:49:41.596153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-26T11:05:44.972128Z digest=sha256:8c1218c4d39be3412b89c15975d88659345448c376f25c9ae4265332cc6ec142

Observation 9e76f868-216d-4563-a5d4-88eeb61ebbbe · inbound

EcoVideo: Entropy-Orchestrated Video Generation Paradigm in Cloud-Edge Dynamics cites this paper.

EcoVideo: Entropy-Orchestrated Video Generation Paradigm in Cloud-Edge Dynamics Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-06-30T07:14:22.140642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T06:15:31.587641Z digest=sha256:19e430af9165966019e0f11f5592d4ff6e4d297d8fa075fd822af512b9a144a5

Observation 34383717-cb27-4789-97c3-20285c38ae0c · inbound

SyncCache: Exploiting Asymmetric Dynamics for Fast Audio-Driven Portrait Animation cites this paper.

SyncCache: Exploiting Asymmetric Dynamics for Fast Audio-Driven Portrait Animation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-07-01T09:45:40.316344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-01T06:13:11.504526Z digest=sha256:3be16ec5a6b8d8530c4fd5cba166dca75e5cc550568155bbbf987a61cab3bc33

Observation 7acff67a-d000-43a3-9681-d355d9067ea5 · inbound

SAF3R: Dynamic Sparse Attention for Feed-Forward 3D Reconstruction Transformers cites this paper.

SAF3R: Dynamic Sparse Attention for Feed-Forward 3D Reconstruction Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 38

Resolution
unresolved
no resolver link, observed 2026-07-12T01:12:13.747675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T01:12:13.747675Z digest=sha256:7309a9e7a5c0cc35f0be46b7e1eccc4d271cf127f1e8f5414097e547d0ff828e

Observation 3480828d-6d6b-4a0e-a372-973e60cbff29 · inbound

Controlling Motion Transfer in Diffusion Transformers via Attention Heads cites this paper.

Controlling Motion Transfer in Diffusion Transformers via Attention Heads Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 44

Resolution
unresolved
no resolver link, observed 2026-07-14T07:11:45.493916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T07:11:45.493916Z digest=sha256:d640a4420080e1bea075daa124cce2d50b8ce1b9dfbdc45b44d98cfb5aee2177

Observation 25f0dc1f-cc73-47b9-9044-a0c35f4a2caa · inbound

ACID: Adaptive Caching for vIDeo generation cites this paper.

ACID: Adaptive Caching for vIDeo generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-02T06:40:16.756592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:40:16.756592Z digest=sha256:55e3b0be3b94da9859769e8159c5d553cfbed1b4f1ad9a0532bceb835e56a1ac

Observation 85664d8c-dcf4-4452-92cc-75a0efeaaac4 · inbound

Kaleido: Algorithm-Hardware Co-Design for Video Diffusion Transformers by Exploiting Latent Space Correlations cites this paper.

Kaleido: Algorithm-Hardware Co-Design for Video Diffusion Transformers by Exploiting Latent Space Correlations Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-02T03:51:52.201118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T03:51:52.201118Z digest=sha256:905052a8a47e1d25e2a73b2915aafb24095cc56c1cbc785e771ac540d31f0ce0

Observation 96c6444f-561d-4539-8dc0-c48ba40df209 · inbound

DiTango: Cost-Effective Parallel Diffusion Generation with Selective Attention State Reuse cites this paper.

DiTango: Cost-Effective Parallel Diffusion Generation with Selective Attention State Reuse Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-01T22:45:28.423325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T22:45:28.423325Z digest=sha256:97e15189dd5d4d0ecdfbdcfb8b9d5cdc1fc3e7653c802bd6e846b97167fa8f9e

Observation 71237a44-5ff7-43b0-90c8-cd58819ff435 · inbound

Surprise Forcing: What to Remember, When to Skip in Long Video Generation cites this paper.

Surprise Forcing: What to Remember, When to Skip in Long Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-01T15:29:45.954883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T15:29:45.954883Z digest=sha256:b8aa9cd42b762089eb842d7ddc6978e7f7eb3cac929c7521b8be28e5ea6009fc

Observation 9653e097-2e9c-4e36-a90a-2cbb82949270 · inbound

SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation cites this paper.

SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-01T07:09:08.982968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T07:09:08.982968Z digest=sha256:8c410828a3db62eddec80a32a0c27aa93f710ec12da3ef59ba00fb5f4abde48e

Observation d4b9599c-978b-4803-9284-d698d4c5d12c · inbound

MM-ShiftKV: Decode-Aware Prefill-Stage KV Selection for Multimodal Large Language Models cites this paper.

MM-ShiftKV: Decode-Aware Prefill-Stage KV Selection for Multimodal Large Language Models Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-02T11:58:30.811138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T11:58:30.811138Z digest=sha256:5949884982d48e6f52a51040fc929e570dfdb7b6929da3beb97cef0f4e686ae6

Observation 9f33261d-732d-49fe-878b-39018db1bfa9 · inbound

Chimera: Designing and Chinchilla-Scaling Hybrid Visual Diffusion Transformers cites this paper.

Chimera: Designing and Chinchilla-Scaling Hybrid Visual Diffusion Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 89

Resolution
unresolved
no resolver link, observed 2026-07-31T02:16:08.242540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T02:16:08.242540Z digest=sha256:197b2fb99c8e76ed079ce736f65b70057daa87d459e702d8339879356b19b2c0

Observation e0991f63-ee9f-4291-9d57-b0a7d8a4bdf9 · inbound

EchoCache: Energy-Guided Cross-Modal Caching for Efficient Audio-Driven Video Generation cites this paper.

EchoCache: Energy-Guided Cross-Modal Caching for Efficient Audio-Driven Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-04T06:45:49.417885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:45:49.417885Z digest=sha256:b5eef0d2568e7e0c46e22dd895f82200ae7b0355fa6170faaca8119958849a73

Observation 50cf944d-afd2-459c-8591-a4feb3e27e20 · inbound

Token Radius Attention for Efficient Video Generation cites this paper.

Token Radius Attention for Efficient Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 105

Resolution
unresolved
no resolver link, observed 2026-08-04T06:03:07.185566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T06:03:07.185566Z digest=sha256:e19b392e7cd36cfa78a2962e0ecd8d82b293c9ee9ad23d6d05a2fbcc7de48c98

Observation 2fb1c392-37b1-432d-936b-09a318b8a644 · inbound

SPADE: An Input-Adaptive Sparse Attention Engine for Fast Video Diffusion Models Inference cites this paper.

SPADE: An Input-Adaptive Sparse Attention Engine for Fast Video Diffusion Models Inference Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-05T20:50:04.013151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:50:04.013151Z digest=sha256:2842fc8ee825d83f8418e67a26b16e976a212d07795068fa7ab681523dfe374e

Observation 6f7f4991-0c42-4061-b600-9f7b66cdf7cf · inbound

ContextMaster: Interactive Multi-Shot Video Creation via Fixed-Budget Sparse Context Routing cites this paper.

ContextMaster: Interactive Multi-Shot Video Creation via Fixed-Budget Sparse Context Routing Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T13:04:14.205005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T13:04:14.205005Z digest=sha256:da3a49dc7fbef50de8b5172ea173cbdc678ac074ece69f6c1bde059925149f8f