Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:30:07.913940Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2608.12780.
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, observed 2026-08-15T23:30:07.913940Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5a324224-5280-4233-94ea-e11a6f6e2c98 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention RainFusion: Adaptive Video Generation Acceleration via Multi-Dimensional Visual Redundancy
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5dd799a4-2f3c-4c39-a933-310f81b9fec4 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention RainFusion2.0: Temporal-Spatial Awareness and Hardware-Efficient Block-wise Sparse Attention
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b484e1c4-ea67-435e-a1eb-1cd2143fd3fe · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Sparse-vdit: Unleashing the power of sparse attention to accelerate video diffusion transformers
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e79df23d-4e39-4241-aebc-c177e61b134c · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Re-ttention: Ultra sparse visual generation via attention statistical reshape.Proc
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6cf9c132-c2ae-48e1-99e5-4f401702ee4c · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Quantsparse: Comprehensively compressing video diffusion transformer with model quantization and attention sparsification.arXiv preprint arXiv:2509.23681, 2025
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ef2d5a8-d721-4f28-b4fa-9c75bb2e0e37 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention LVSA: Training-Free Sparse Attention for Long Video Diffusion
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 05c8b09d-8548-4439-8717-ddb0e72d007a · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Generalized neighborhood attention: Multi-dimensional sparse attention at the speed of light
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8e6d715e-0b4f-4717-a6fb-b4724da7bb7e · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c457f2fb-715e-4b04-9cc9-a088576c285a · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Vbench: Comprehensive benchmark suite for video generative models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98590ed1-104c-48be-81b9-720ff17c7fba · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention VBench++: Comprehensive and Versatile Benchmark Suite for Video Generative Models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc974886-5f83-4db6-a70e-5438c5797e11 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Product quantization for nearest neighbor search.IEEE transactions on pattern analysis and machine intelligence, 33(1):117–128, 2010
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1aae00f0-3826-4ad9-8785-e5bc40ea0aa6 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Lookat: Lookup-optimized key-attention for memory-efficient transformers.arXiv preprint arXiv:2601.10155, 2026
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1fe79f9-82a9-4c0f-a5b7-970b6a534cb6 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention HunyuanVideo: A Systematic Framework For Large Video Generative Models
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81a5def3-5c4f-4639-b2f6-92f92d852869 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention HyperVAttention: Efficient Sparse Attention with Spatio-Temporal Clustering for Video Diffusion
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cd1aa6d1-ca4c-4c6b-ab41-a0d5a5d52467 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Pisa: Piecewise sparse attention is wiser for efficient diffusion transformers.arXiv preprint arXiv:2602.01077, 2026
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb5a905e-fd21-40a0-a7cc-83e28f5dc58d · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Compact Attention: Exploiting Structured Spatio-Temporal Sparsity for Fast Video Generation
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 868df452-19e4-45c2-ade6-1cefdcffb616 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Radial attention:O(nlogn )sparse attention with energy decay for long video generation
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 78b67b81-e9ed-45d5-b1d4-1f82cdba41cd · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Astraea: A token-wise acceleration framework for video diffusion transformers.arXiv preprint arXiv:2506.05096, 2025
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1464625-9322-483e-800b-38cbb8beea61 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Rectified spaattn: Revisiting attention sparsity for efficient video generation.arXiv preprint arXiv:2511.19835, 2025
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3680c9f9-f598-42de-9b4b-f4a356211bc3 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Mixture of Distributions Matters: Dynamic Sparse Attention for Efficient Video Diffusion Transformers
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 107b978b-e8df-4b3e-8f07-e06a2a51683f · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention RoPeSLR: 3D RoPE-driven Sparse-LowRank Attention for Efficient Diffusion Transformers
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f3dc8946-fc91-4a29-84b7-d7834bc26a13 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention DynamicRad: Content-Adaptive Sparse Attention for Long Video Diffusion
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0a5a4f92-1b25-4348-9211-18374f3b59eb · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Attention Sparsity is Input-Stable: Training-Free Sparse Attention for Video Generation via Offline Sparsity Profiling and Online QK Co-Clustering
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97f893fb-5d59-41d2-8193-52a1aec357b5 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Latte: Latent Diffusion Transformer for Video Generation
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88e5a942-f7a7-4438-a202-c58903dcdb0c · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Scalable diffusion models with transformers
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cb4ed558-17e6-40ba-825d-668f6f885576 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Flashomni: A unified sparse attention engine for diffusion transformers.arXiv preprint arXiv:2509.25401, 2025
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e5acc8b-c681-4a6e-85f2-429ec8ba351e · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Grouping First, Attending Smartly: Training-Free Acceleration for Diffusion Transformers
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72a11d85-c79c-4db8-9df3-262c0d805b44 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention DraftAttention: Fast Video Diffusion via Low-Resolution Attention Guidance
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 735b6f26-71cc-44d1-addc-809397494d38 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Liteattention: A temporal sparse attention for diffusion transformers.arXiv preprint arXiv:2511.11062, 2025
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e29b73f8-9c88-4619-b911-6236fab0c850 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention CSAttention: Centroid-Scoring Attention for Accelerating LLM Inference
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25695b32-c12d-49f5-b955-4ba2b9793e4e · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Roformer: Enhanced transformer with rotary position embedding.Neurocomputing, 568:127063, 2024
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f69dfe3-3cec-41f7-8d7a-155e7a32593a · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Vorta: Efficient video diffusion via routing sparse attention.Proc
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 690e05f7-51a1-4d5d-ab53-140a5b71df30 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Adacluster: Adaptive query-key clustering for sparse attention in video generation
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f7b7e51f-912e-4d0e-a58c-58063fe27cf5 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Wan: Open and Advanced Large-Scale Video Generative Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2376aa9-4b97-4d69-ab60-55c33077f7f2 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Fasa: Frequency-aware sparse attention.arXiv preprint arXiv:2602.03152, 2026
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2ff9ab59-6e12-4c30-88ed-53ad1b5f5348 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention VideoRoPE: What Makes for Good Video Rotary Position Embedding?
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f27e8ee1-3c8c-4765-8c83-dafa5390b844 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention VMoBA: Mixture-of-Block Attention for Video Diffusion Models
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5df289fa-8e60-4e98-98d4-661907ba3089 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Sparse video-gen: 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 2026-08-22T06:32:14.747728+00:00.
Observation 48642457-7f28-4c2b-91e4-142fa7a01d27 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Training-free and adaptive sparse attention for efficient long video generation
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 423d7e9f-f99b-46ee-9969-7a43c23c451b · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Xattention: Block sparse attention with antidiagonal scoring
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 43e04f33-0ab5-4a1e-9a59-49ccb2b638cf · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Sparse videogen2: Accelerate video generation with sparse attention via semantic-aware permutation.Proc
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fe117a85-54e7-4dff-bc25-d95863ef1039 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Self-indexing kvcache: Predicting sparse attention from compressed keys
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4fd7bad1-c543-4b8d-af1d-40043b779c7c · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Cogvideox: Text-to-video diffusion models with an expert transformer
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 00fa192d-9574-4828-b535-dc5be76e2d21 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Accelerating text-to-video generation with calibrated sparse attention.arXiv preprint arXiv:2603.05503, 2026
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 17e6bcf9-62eb-4d09-9c33-726cf29548c8 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Pqcache: Product quantization-based kvcache for long context llm inference.Proceedings of the ACM on Management of Data, 3(3):1–30, 2025
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8da8c947-efc0-44cb-a78d-81c4106e4813 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Spargeattention: Accurate and training-free sparse attention accelerating any model inference
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 92502b9b-74c7-4810-8b1d-1d5f22a37990 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Spargeattention2: Trainable sparse attention via hybrid top-k+ top-p masking and distillation fine-tuning.arXiv preprint arXiv:2602.13515, 2026
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec9be79b-e352-4bf6-8f90-44e5badb3883 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Fast video generation with sliding tile attention
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation aa837043-30e1-4913-8028-b884d7c67413 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Faster video diffusion with trainable sparse attention.Proc
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8b0084a6-f1b7-436e-855d-75b95adbef61 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Nomad-attention: Efficient llm inference on cpus through multiply-add-free attention.Proc
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 096d854b-0517-4a37-9e28-fb6c51be1b55 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Ride the Wave: Precision-Allocated Sparse Attention for Smooth Video Generation
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fc9d90c-24c8-4aac-96d3-2520f226fa12 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Paroattention: Pattern-aware reordering for efficient sparse and quantized attention in visual generation models.Proc
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 14665521-f5d4-487b-88cd-67fd6d74b443 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention HEART: Exploiting Head Heterogeneity in Sparse Attention for Video Diffusion
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ee3f7132-d7ff-49b4-818e-11d14b6cb7ab · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention ScalingAttention: Discovering Intrinsic Sparse Attention Topology for Video Diffusion Transformers
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5fe4a4fb-5b6a-41cc-84f4-1a53548fb550 · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention SVG-EAR: Parameter-Free Linear Compensation for Sparse Video Generation via Error-aware Routing
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4d1ebeb4-3692-404f-9a7a-f9cb5790f94d · outbound
SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention Full Attention Strikes Back: Transferring Full Attention into Sparse within Hundred Training Steps
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
No inbound Pith citation observations are available.