Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-25T04:44:19.628926Z
Paper Citation Record · LEDGER
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation
As of 7 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2605.23445.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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
Reference resolution
19 of 19 outbound references displayed
- verified exact14
- verified fuzzy5
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation a9f488ed-0ed6-470f-b79e-19d4f559f84d · outbound
This paper cites Flashattention-2: Faster attention with better paral- lelism and work partitioning.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation Flashattention-2: Faster attention with better paral- lelism and work partitioning
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-25T04:46:38.184364Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 66ca0b2e-0378-4fde-9d3c-8512d5b1ba9b · outbound
This paper cites FG-Attn: Leveraging Fine-Grained Sparse Attention in Video Diffusion Models.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation FG-Attn: Leveraging Fine-Grained Sparse Attention in Video Diffusion Models
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-06-10T01:08:29.716457Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8f4f0ac6-1f10-4d9c-8410-e7dbfc3f1646 · outbound
This paper cites HunyuanVideo: A Systematic Framework For Large Video Generative Models.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation HunyuanVideo: A Systematic Framework For Large Video Generative Models
Reference 3
- Resolution
- verified exact
- local_arxiv, observed 2026-05-25T04:45:20.123547Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c47c37df-1e68-4dfd-8707-18e5f507d54d · outbound
This paper cites FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-25T04:45:20.108521Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8aa6e08b-2bed-4a7e-a9c2-378b281b00ec · outbound
This paper cites and Xu, L.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation and Xu, L
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-25T04:45:20.113349Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e4c0e438-e419-4aa3-b514-52ceffadce68 · outbound
This paper cites Mixture of Distributions Matters: Dynamic Sparse Attention for Efficient Video Diffusion Transformers.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation Mixture of Distributions Matters: Dynamic Sparse Attention for Efficient Video Diffusion Transformers
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T02:17:25.271143Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d91814bc-aca8-45aa-ad66-58f61b4e820e · outbound
This paper cites Progressive Distillation for Fast Sampling of Diffusion Models.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation Progressive Distillation for Fast Sampling of Diffusion Models
Reference 7
- Resolution
- verified exact
- local_arxiv, observed 2026-05-25T04:45:20.091130Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6c3d4565-b009-4334-bb60-b7943576a7d3 · outbound
This paper cites DraftAttention: Fast Video Diffusion via Low-Resolution Attention Guidance.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation DraftAttention: Fast Video Diffusion via Low-Resolution Attention Guidance
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-05-25T04:45:20.079705Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d89f4f42-76f4-4371-98e6-b187df27b60f · outbound
This paper cites Denoising Diffusion Implicit Models.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation Denoising Diffusion Implicit Models
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-05-25T04:45:20.051142Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cfff5f59-2535-4072-b116-a28959017368 · outbound
This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation Wan: Open and Advanced Large-Scale Video Generative Models
Reference 10
- Resolution
- verified exact
- local_arxiv, observed 2026-05-25T04:45:20.061193Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 64e07104-0506-4a3f-8e73-5dabbc86bf40 · outbound
This paper cites Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity.
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 2026-08-06T06:34:29.942622+00:00.
Observation f4ca3cfb-3992-47af-b5c1-f2ebec030e08 · outbound
This paper cites Effi- cient streaming language models with attention sinks.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation Effi- cient streaming language models with attention sinks
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-25T04:46:38.172334Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4072960e-ed2e-4209-8bcc-1e9b3fc95da9 · outbound
This paper cites XAttention: Block Sparse Attention with Antidiagonal Scoring.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation XAttention: Block Sparse Attention with Antidiagonal Scoring
Reference 13
- Resolution
- verified exact
- arxiv_id, observed 2026-05-25T04:45:20.085419Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 67121432-44e5-4f8c-b9e1-390ae50f1915 · outbound
This paper cites Cogvideox: Text-to-video diffusion models with an ex- pert transformer.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation Cogvideox: Text-to-video diffusion models with an ex- pert transformer
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-25T04:46:38.176274Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c6c2e81d-b9fe-468b-9485-0cb2b67cbcc9 · outbound
This paper cites Fast Video Generation with Sliding Tile Attention.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation Fast Video Generation with Sliding Tile Attention
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-25T04:45:20.046130Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7d83f2ed-5172-42f3-8c97-f72379703ffd · outbound
This paper cites Real-time video generation with pyramid attention broadcast.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation Real-time video generation with pyramid attention broadcast
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-25T04:46:38.180651Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7ead2a8c-ff6a-4f4e-b134-f7c1fc19498c · outbound
This paper cites HilbertA: Hilbert Attention for Image Generation with Diffusion Models.arXiv preprint arXiv:2509.26538.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation HilbertA: Hilbert Attention for Image Generation with Diffusion Models.arXiv preprint arXiv:2509.26538
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-25T04:45:20.056413Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 22ea9b61-e783-4760-9564-ef1f6f33a1d0 · outbound
This paper cites Open-Sora: Democratizing Efficient Video Production for All.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation Open-Sora: Democratizing Efficient Video Production for All
Reference 18
- Resolution
- verified exact
- local_arxiv, observed 2026-05-25T04:45:20.067034Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b2c184a4-e839-4cd1-a8f5-cb43c99da05f · outbound
This paper cites (27) where K= max i ∥zi∥ψ2 is the subgaussian norm of z, ∥A∥2 F is the Frobenius norm of the matrix, and ∥A∥ is the operator norm of the matrix.
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation (27) where K= max i ∥zi∥ψ2 is the subgaussian norm of z, ∥A∥2 F is the Frobenius norm of the matrix, and ∥A∥ is the operator norm of the matrix
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-25T04:46:38.166625Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Pith citing papers
No inbound Pith citation observations are available.