Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:45:11.296944Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T09:49:44.815320Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation 28a836d7-a604-44bd-b446-d255f7676526 · inbound
RainFusion: Adaptive Video Generation Acceleration via Multi-Dimensional Visual Redundancy Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e310da7f-e507-47da-9b95-4f8ec4dc6b43 · inbound
SageAttention2++: A More Efficient Implementation of SageAttention2 Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7e096eb-6989-47c4-b97d-ae330f0af6cf · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8888815c-1f7c-436d-bf57-7b8b239f0207 · inbound
Dual-Expert Consistency Model for Efficient and High-Quality Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f8e8662-d508-44ac-99ac-8055f127d9e2 · inbound
Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb3176f0-b26e-4050-811a-2033d5ee0502 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 717e076e-05f6-4bc1-a421-d25a846e2616 · inbound
TurboVSR: Fantastic Video Upscalers and Where to Find Them Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf59e288-1278-4493-969b-8c959b7228cc · inbound
VMoBA: Mixture-of-Block Attention for Video Diffusion Models Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44e63883-ca03-4026-8c47-1279fea49fa5 · inbound
FreeLong++: Training-Free Long Video Generation via Multi-band SpectralFusion Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 488f357b-a0cb-44cb-a952-f1d1a14d6909 · inbound
NABLA: Neighborhood Adaptive Block-Level Attention Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12b00058-715c-45e1-8ef1-64774960aa2a · inbound
Waver: Wave Your Way to Lifelike Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ffb7943-4b97-4d80-80f5-79b3fd6fc82c · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0c6e77e-7b67-44f3-8d44-0d7380e0be90 · inbound
FG-Attn: Leveraging Fine-Grained Sparse Attention in Video Diffusion Models Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f5d2aef-9f1a-4560-b2ab-e7ddb075913f · inbound
Towards Redundancy Reduction in Diffusion Models for Efficient Video Super-Resolution Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 16
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.
Observation fc7f59fe-43c7-43d8-aebd-faa67ca10143 · inbound
UltraImageGen: Efficient Ultra-High-Resolution Image Generation with Hierarchical Local Attention Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29858386-6753-4d0a-b7d9-e4e9a1103b10 · inbound
Timeripple: Accelerating vDiTs by Understanding the Spatio-Temporal Correlations in Latent Space Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d0d5553-bf7c-4ced-bdb5-657b68c2f09f · inbound
End-to-End Training for Autoregressive Video Diffusion via Self-Resampling Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3ebcfb7-2543-4843-82e6-59217e08f0c9 · inbound
Trainable Log-linear Sparse Attention for Efficient Diffusion Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40e70530-067d-413c-9cb8-5e8c17ed031b · inbound
TinyHistory: Lightweight Video History Embeddings via Two-Stage Context Learning Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caa6157e-9703-4170-913b-e912246b9dfc · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03b351ad-57de-4fe1-ae9d-5270f8adcd29 · inbound
Transition Matching Distillation for Fast Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12119fda-2811-4a23-a6ff-7627ad1cdcea · inbound
Mixture of Distributions Matters: Dynamic Sparse Attention for Efficient Video Diffusion Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79c64972-fb6b-44b8-9633-1f12f4bcbe5d · inbound
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
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.
Observation b50e13c0-b11d-4195-a62f-4b639e46a6ed · inbound
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
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.
Observation fbebeb35-b960-4f6f-bae0-f6c268a5e08d · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b14e174c-2216-42b4-9311-00c1c05a1efa · inbound
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
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.
Observation bd3b27e8-69d2-4be7-8ddd-69213ce2fd4c · inbound
Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e0fb8c7-50a5-40f6-a6dd-35b2376f3d78 · inbound
Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecaa71af-89a8-40c4-a854-a7c060b3b420 · inbound
S2O: Early Stopping for Sparse Attention via Online Permutation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 24
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.
Observation 237d2c6b-f340-43d5-94ce-b73109df66cc · inbound
Video Compression Meets Video Generation: Latent Inter-Frame Pruning with Attention Recovery Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 28
Source-reported events for the cited work
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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 Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 9
Source-reported events for the cited work
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Observation 0e6c0224-9558-48ca-bf5d-0bd1bc36ccfb · inbound
SURF: Signature-Retained Fast Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 39
Source-reported events for the cited work
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Observation fd7d2427-4387-4476-b61f-0a66bdd30ead · inbound
Long-Horizon Streaming Video Generation via Hybrid Attention with Decoupled Distillation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 47
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.
Observation f8708ad2-5f18-43fa-ba59-6d9c95b2a0ec · inbound
Efficient Video Diffusion Models: Advancements and Challenges Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 152
Source-reported events for the cited work
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Observation f685719a-ab53-4a16-b658-985b3581a6d3 · inbound
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
Source-reported events for the cited work
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Observation 15acc78b-a1d9-4421-9b00-e34d473a2ca2 · inbound
AdaCluster: Adaptive Query-Key Clustering for Sparse Attention in Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 46
Source-reported events for the cited work
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Observation 86555e28-e483-46d4-9c50-672909cb7cf1 · inbound
DynamicRad: Content-Adaptive Sparse Attention for Long Video Diffusion Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 25
Source-reported events for the cited work
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Observation 65b90f58-c4ac-4e88-bdd1-7390145cb356 · inbound
CoReDiT: Spatial Coherence-Guided Token Pruning and Reconstruction for Efficient Diffusion Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 32
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.
Observation 5f9cecb8-8c3e-4cb4-9cc4-a890597178d1 · inbound
HASTE: Training-Free Video Diffusion Acceleration via Head-Wise Adaptive Sparse Attention Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 35
Source-reported events for the cited work
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Observation ed1dc2ec-a890-4357-8866-461fcf7ce513 · inbound
SparseSAM: Structured Sparsification of Activations in Segment Anything Models Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 28
Source-reported events for the cited work
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Observation 64e07104-0506-4a3f-8e73-5dabbc86bf40 · inbound
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 11
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.
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 Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 43
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.
Observation 282da279-6c72-4d83-8773-c6ced65095f5 · inbound
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
Source-reported events for the cited work
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Observation d4b1cc71-f3b3-44e6-b793-4447d2ac072f · inbound
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
Source-reported events for the cited work
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Observation 99cdccd7-71f1-408e-a760-0cf1e75ddf3f · inbound
Veda: Scalable Video Diffusion via Distilled Sparse Attention Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 22
Source-reported events for the cited work
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Observation f6732574-dd6f-4a64-91b2-1727272b69f0 · inbound
LVSA: Training-Free Sparse Attention for Long Video Diffusion Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 7
Source-reported events for the cited work
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Observation 79586b40-ad51-4cad-9c63-c8ea058d3fc4 · inbound
Light Interaction: Training-Free Inference Acceleration for Interactive Video World Models Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 15
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.
Observation 7e67f4da-b947-4130-a9e0-0ed777b9f8bf · inbound
RhymeFlow: Training-Free Acceleration for Video Generation with Asynchronous Denoising Flow Scheduling Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 36
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.
Observation 800a0f5a-6871-4465-85f9-71a6ab88187a · inbound
ScalingAttention: Discovering Intrinsic Sparse Attention Topology for Video Diffusion Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 9
Source-reported events for the cited work
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Observation f30539c6-8789-4c39-9d06-b6a6890d702e · inbound
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Reference 18
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.
Observation 9e76f868-216d-4563-a5d4-88eeb61ebbbe · inbound
EcoVideo: Entropy-Orchestrated Video Generation Paradigm in Cloud-Edge Dynamics Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 27
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.
Observation 34383717-cb27-4789-97c3-20285c38ae0c · inbound
SyncCache: Exploiting Asymmetric Dynamics for Fast Audio-Driven Portrait Animation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 38
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.
Observation 7acff67a-d000-43a3-9681-d355d9067ea5 · inbound
SAF3R: Dynamic Sparse Attention for Feed-Forward 3D Reconstruction Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3480828d-6d6b-4a0e-a372-973e60cbff29 · inbound
Controlling Motion Transfer in Diffusion Transformers via Attention Heads Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25f0dc1f-cc73-47b9-9044-a0c35f4a2caa · inbound
ACID: Adaptive Caching for vIDeo generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85664d8c-dcf4-4452-92cc-75a0efeaaac4 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96c6444f-561d-4539-8dc0-c48ba40df209 · inbound
DiTango: Cost-Effective Parallel Diffusion Generation with Selective Attention State Reuse Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71237a44-5ff7-43b0-90c8-cd58819ff435 · inbound
Surprise Forcing: What to Remember, When to Skip in Long Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9653e097-2e9c-4e36-a90a-2cbb82949270 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4b9599c-978b-4803-9284-d698d4c5d12c · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f33261d-732d-49fe-878b-39018db1bfa9 · inbound
Chimera: Designing and Chinchilla-Scaling Hybrid Visual Diffusion Transformers Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 89
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0991f63-ee9f-4291-9d57-b0a7d8a4bdf9 · inbound
EchoCache: Energy-Guided Cross-Modal Caching for Efficient Audio-Driven Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50cf944d-afd2-459c-8591-a4feb3e27e20 · inbound
Token Radius Attention for Efficient Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 105
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fb1c392-37b1-432d-936b-09a318b8a644 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f7f4991-0c42-4061-b600-9f7b66cdf7cf · inbound
ContextMaster: Interactive Multi-Shot Video Creation via Fixed-Budget Sparse Context Routing Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.