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Paper Citation Record · LEDGER

SURF: Signature-Retained Fast Video Generation

As of 12 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2603.21002.

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

pith.paper-citation-record.v1
2603.21002 v2

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-21T18:11:39.642701Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

49 of 49 outbound references displayed

  • verified exact29
  • verified fuzzy19
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 893e5fce-503c-4ec4-8973-c508b8e54a08 · outbound

This paper cites VideoPhy: Evaluating Physical Commonsense for Video Generation.

SURF: Signature-Retained Fast Video Generation VideoPhy: Evaluating Physical Commonsense for Video Generation

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-21T18:14:17.519449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:99e83e0c5acd52e30ad6298537cd224b66fa6a186ce637787cc8bf52577f6aae

Observation fffe2cc1-da2a-49f5-828b-b4e1dd0bde57 · outbound

This paper cites MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generation.

SURF: Signature-Retained Fast Video Generation MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generation

Reference 2

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verified exact
arxiv_id, observed 2026-05-21T18:14:17.469188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:dfb28dfa760f3b9f425fd1ef924da11ee88dffc4d050324a42644e507fb41f1c

Observation af2a9d6b-3024-4aeb-8a8f-081b67372c02 · outbound

This paper cites Efficientvit: Lightweight multi-scale attention for high-resolution dense prediction.

SURF: Signature-Retained Fast Video Generation Efficientvit: Lightweight multi-scale attention for high-resolution dense prediction

Reference 3

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verified fuzzy
raw_fallback, observed 2026-05-21T18:14:17.895392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:63cefed5fe5dc566e27e5aa7e933bf1fa7d5c4fb43912c115253cc2eb4c1ee15

Observation d245bbaa-1e3b-49de-a5db-7bd6b3551c5a · outbound

This paper cites Emerging properties in self-supervised vision transformers.

SURF: Signature-Retained Fast Video Generation Emerging properties in self-supervised vision transformers

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T18:14:17.865422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:9f54fc56634ee06ce1cf05cd6b1990c682dd2a792bfe5ab576274c1c534150ef

Observation 68bd0e14-cad3-4529-935b-429b68459ca0 · outbound

This paper cites PixArt-\Sigma: Weak-to-Strong Training of Diffusion Transformer for 4K Text-to-Image Generation.

SURF: Signature-Retained Fast Video Generation PixArt-\Sigma: Weak-to-Strong Training of Diffusion Transformer for 4K Text-to-Image Generation

Reference 5

Resolution
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arxiv_id, observed 2026-05-21T18:14:17.450007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:e82c240de2b0c6ab599be29e49de7d2986e27b77fd28b1f9934892407733cf8e

Observation 86f1c0c0-04bb-4e96-abc7-e3e693c9a11e · outbound

This paper cites PixelFlow: Pixel-Space Generative Models with Flow.

SURF: Signature-Retained Fast Video Generation PixelFlow: Pixel-Space Generative Models with Flow

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-21T18:14:17.499021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:44de26b0256f192e54604a43122fe1e2c230c8438f8dddbc2dabddf1561976e4

Observation 6dd89aeb-f680-4ae4-8b80-f627be39488a · outbound

This paper cites Resadapter: Domain consistent resolution adapter for diffusion models.

SURF: Signature-Retained Fast Video Generation Resadapter: Domain consistent resolution adapter for diffusion models

Reference 7

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verified fuzzy
raw_fallback, observed 2026-05-21T18:14:17.900022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:4cdca5ba2fb4c4977cad5788cf4c8a3d777f1f4de9aa7e38e674b5c344ce9b82

Observation 839a28cc-1afd-4182-9264-df378528d5e0 · outbound

This paper cites Rethinking Attention with Performers.

SURF: Signature-Retained Fast Video Generation Rethinking Attention with Performers

Reference 8

Resolution
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local_arxiv, observed 2026-05-21T18:14:17.509370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:7dae335aa36c4c0893c3c627a6b3888325e15690a5a8a2bcb0fdd798aa957be1

Observation 3f58aaa0-ad9c-40bf-9173-0af2bcf76772 · outbound

This paper cites Fu, Stefano Ermon, Atri Rudra, and Christopher R ´e.

SURF: Signature-Retained Fast Video Generation Fu, Stefano Ermon, Atri Rudra, and Christopher R ´e

Reference 9

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raw_fallback, observed 2026-05-21T18:14:17.891091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:65d4007523c43bdc89478ec19674a7783eab58212c96292d2e93382b976a925f

Observation 1cd29495-3fdc-4fb0-b51f-6c0b3c14d5f8 · outbound

This paper cites Efficient-vDiT: Efficient Video Diffusion Transformers With Attention Tile.

SURF: Signature-Retained Fast Video Generation Efficient-vDiT: Efficient Video Diffusion Transformers With Attention Tile

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-21T18:14:17.530161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:d6f10fc53ef16e4e988a0e9a874f1b6e010741c295bf023e2f58adae70cbb506

Observation d7bbff3e-2ed1-42fb-aec3-a92be0e2e9d6 · outbound

This paper cites DOLLAR: Few-Step Video Generation via Distillation and Latent Reward Optimization.

SURF: Signature-Retained Fast Video Generation DOLLAR: Few-Step Video Generation via Distillation and Latent Reward Optimization

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-05-21T18:14:17.465340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:2bddcd44010659f4f1f8d3127cae736db0892ad5a8fea52756c1b28f2bc5548d

Observation 4a56da0b-af61-4a55-88d8-e0c884864032 · outbound

This paper cites Demofusion: Democratising high-resolution image generation with no $$$.

SURF: Signature-Retained Fast Video Generation Demofusion: Democratising high-resolution image generation with no $$$

Reference 12

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raw_fallback, observed 2026-05-21T18:14:17.889566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:d2ebc0670790b21c4fff627adde0ea7284fbe795e656963672f37f0152514b5e

Observation e1f79c7b-9d93-41ba-b4d1-489c4765c7c2 · outbound

This paper cites Scaling rectified flow transformers for high- resolution image synthesis.

SURF: Signature-Retained Fast Video Generation Scaling rectified flow transformers for high- resolution image synthesis

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T18:14:17.902500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:52ad9781fe005727d9dc9bdd0f3ecb4f9995a24b244d5ce57005f7637e9b740b

Observation f2c2db09-3da8-491d-94c7-3aa48f0199fd · outbound

This paper cites Scalecrafter: Tuning-free higher-resolution visual generation with diffusion models.

SURF: Signature-Retained Fast Video Generation Scalecrafter: Tuning-free higher-resolution visual generation with diffusion models

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T18:14:17.913500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:6a78aaf599638b4c663af8c1084990386dde02d128d2d8a4b5c14053c6d0dc5b

Observation 3b31aef2-71bf-4a8f-bdb9-b70165bdc1cc · outbound

This paper cites FouriScale: A Frequency Perspective on Training-Free High-Resolution Image Synthesis.

SURF: Signature-Retained Fast Video Generation FouriScale: A Frequency Perspective on Training-Free High-Resolution Image Synthesis

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-21T18:14:17.508014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:f734b29d7abe791887ebd3a9e6345d24b37c0ef2b5842b7c1aeddc98aa1fe718

Observation d6ef61d9-2806-4ba3-8de9-800c0b30ac44 · outbound

This paper cites Vbench: Comprehensive benchmark suite for video generative models.

SURF: Signature-Retained Fast Video Generation Vbench: Comprehensive benchmark suite for video generative models

Reference 16

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raw_fallback, observed 2026-05-21T18:14:17.889178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:a2fe134f7e06d6dec7664561847f37c93e3b409d53106162868f9d0b20c8b60f

Observation 0b385ed2-ee3f-4609-ba7f-4352be0d47ef · outbound

This paper cites Transformers are rnns: Fast autoregressive transformers with linear attention.

SURF: Signature-Retained Fast Video Generation Transformers are rnns: Fast autoregressive transformers with linear attention

Reference 17

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raw_fallback, observed 2026-05-21T18:14:17.906642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:56f839324b131f1c83087cf2fe668952cce56fd3614a7e7e7cd46eba1a07d259

Observation 4fece48d-b048-4546-84cf-4b06dac137a1 · outbound

This paper cites HunyuanVideo: A Systematic Framework For Large Video Generative Models.

SURF: Signature-Retained Fast Video Generation HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 18

Resolution
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local_arxiv, observed 2026-05-21T18:14:17.501138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:37075696763fdf09c279048a62b63b19b397dd63ec9bdb5685469b2a4aa92cac

Observation 5b170b5c-455b-4c56-b322-fff1f7dc24df · outbound

This paper cites Kling ai.https://klingai.com/.

SURF: Signature-Retained Fast Video Generation Kling ai.https://klingai.com/

Reference 19

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raw_fallback, observed 2026-05-21T18:14:17.887090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:e44d3f45239d75bed8d8c855b07054078d4f0bb26f0ca141ab3d193bd20fed67

Observation 11765f1f-69d4-48bd-94a7-9d4aa8236510 · outbound

This paper cites Syncdiffusion: Coherent montage via synchronized joint diffusions.

SURF: Signature-Retained Fast Video Generation Syncdiffusion: Coherent montage via synchronized joint diffusions

Reference 20

Resolution
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raw_fallback, observed 2026-05-21T18:14:17.893070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:36492e53c756e0b31f73cdc5390db4c0c116e0e1f64275d3195d55163f1a950a

Observation 8e720677-3b18-4f6c-a6b3-3ab15e9a7411 · outbound

This paper cites HiPrompt: Tuning-free Higher-Resolution Generation with Hierarchical MLLM Prompts.

SURF: Signature-Retained Fast Video Generation HiPrompt: Tuning-free Higher-Resolution Generation with Hierarchical MLLM Prompts

Reference 21

Resolution
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arxiv_id, observed 2026-05-21T18:14:17.450205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:dcc9ae742580ad0ed06f389af3d15cf88eb125ed9199b44c6b97e0fb4a1380c7

Observation cd5caf65-b1a6-4c22-9b7d-fe34b5b2f19f · outbound

This paper cites Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference.

SURF: Signature-Retained Fast Video Generation Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference

Reference 22

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local_arxiv, observed 2026-05-21T18:14:17.513322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:012ddf60b924c3d7b6a72fe2d4cea9754096e448ba76b591908a1cf8d61e4410

Observation a4a535c1-128d-4b1e-ae38-6f144565982e · outbound

This paper cites Towards World Simulator: Crafting Physical Commonsense-Based Benchmark for Video Generation.

SURF: Signature-Retained Fast Video Generation Towards World Simulator: Crafting Physical Commonsense-Based Benchmark for Video Generation

Reference 23

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local_arxiv, observed 2026-05-21T18:14:17.493935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:8464de0ccfdcf194d855f5725a47812c0d80e6fc0cbfb8f9efd7dc1e063adb81

Observation c76c887d-5602-4e04-9f1b-804f6ffe88fb · outbound

This paper cites Learning transferable visual models from natural language supervision.

SURF: Signature-Retained Fast Video Generation Learning transferable visual models from natural language supervision

Reference 24

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raw_fallback, observed 2026-05-21T18:14:17.904676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:1cf8f3f50ca98a586168d308824d6a1952d3184694b559b3872fc90be2126f46

Observation 3eee8595-695f-47fe-be4b-dc24a1ce4f26 · outbound

This paper cites UltraPixel: Advancing Ultra-High-Resolution Image Synthesis to New Peaks.

SURF: Signature-Retained Fast Video Generation UltraPixel: Advancing Ultra-High-Resolution Image Synthesis to New Peaks

Reference 26

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arxiv_id, observed 2026-05-21T18:14:17.439985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:d26ac9435ce979e7be43e1fc1f27fb8337824c6e71a0b24baa1b4924d5bcbc77

Observation 8ac90f75-9251-4c56-b33c-46dec4595a7e · outbound

This paper cites Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis.

SURF: Signature-Retained Fast Video Generation Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis

Reference 27

Resolution
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arxiv_id, observed 2026-05-21T18:14:17.489304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:b0ccb0ac90e4ef4ab9c224848f23544bfa8ed3db6dba237a05add56af041e72b

Observation 34e58422-0184-4730-9138-9de4fb45b490 · outbound

This paper cites Laion-5b: An open large- scale dataset for training next generation image-text models.Advances in neural information processing systems, 35:25278–25294.

SURF: Signature-Retained Fast Video Generation Laion-5b: An open large- scale dataset for training next generation image-text models.Advances in neural information processing systems, 35:25278–25294

Reference 28

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raw_fallback, observed 2026-05-21T18:14:17.910970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:ce8ec067f7689f7a94687c5e520744d5f351322dcc387db5edf5be8a0528cb75

Observation 4c5490b2-d5a9-4b0b-908f-7bd97d5724cf · outbound

This paper cites ResMaster: Mastering High-Resolution Image Generation via Structural and Fine-Grained Guidance.

SURF: Signature-Retained Fast Video Generation ResMaster: Mastering High-Resolution Image Generation via Structural and Fine-Grained Guidance

Reference 29

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arxiv_id, observed 2026-05-21T18:14:17.474174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:17aa77623d29a6a0526fb2ecb93408b8fd94c9fb09a36bdf4f7417d781e81615

Observation 44b8e117-6177-4f17-848c-60404b872900 · outbound

This paper cites Scale-wise distillation of diffusion models.

SURF: Signature-Retained Fast Video Generation Scale-wise distillation of diffusion models

Reference 30

Resolution
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arxiv_id, observed 2026-05-21T18:14:17.503416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:e53d05eec9f9e8950ee436b7c3ccd3ca2d04a7278fdd4631bf893f830ddb4226

Observation 6c401b39-90ed-482c-a56f-75c7ba90a9bb · outbound

This paper cites Roformer: Enhanced transformer with rotary position embedding.Neuro- computing, 568:127063.

SURF: Signature-Retained Fast Video Generation Roformer: Enhanced transformer with rotary position embedding.Neuro- computing, 568:127063

Reference 31

Resolution
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raw_fallback, observed 2026-05-21T18:14:17.908747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:992911954de38e0ee016f7c0b4d4ab9295761e363257c3784aacba0df09e232e

Observation 6fb02373-4337-4256-96f4-85850931f1e9 · outbound

This paper cites Fastvideo: A unified frame- work for accelerated video generation, April 2024.

SURF: Signature-Retained Fast Video Generation Fastvideo: A unified frame- work for accelerated video generation, April 2024

Reference 32

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raw_fallback, observed 2026-05-21T18:14:17.897427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:49d4fd90a63bdf8b39e99858d46a537e8f1f1cadeb0591d0d563724bb4c86b79

Observation 26dfaf96-99e6-46af-b129-63c0556e90da · outbound

This paper cites Training-free Diffusion Acceleration with Bottleneck Sampling.

SURF: Signature-Retained Fast Video Generation Training-free Diffusion Acceleration with Bottleneck Sampling

Reference 33

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arxiv_id, observed 2026-05-21T18:14:17.524048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:71e60143d90a221a67c6a92b135dcbffe88a98ee7396821c283576f812386c04

Observation feb945a2-2c02-4cac-a45b-34ac1ca6fbd6 · outbound

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

SURF: Signature-Retained Fast Video Generation Wan: Open and Advanced Large-Scale Video Generative Models

Reference 34

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local_arxiv, observed 2026-05-21T18:14:17.592571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:40127f48e92a9a294c012d258a17bb7640618c536f1eb83028e2bc1a40b6d685

Observation cd963546-6a6e-4856-89fc-508233097579 · outbound

This paper cites SeedVR: Seeding Infinity in Diffusion Transformer Towards Generic Video Restoration.

SURF: Signature-Retained Fast Video Generation SeedVR: Seeding Infinity in Diffusion Transformer Towards Generic Video Restoration

Reference 35

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arxiv_id, observed 2026-05-21T18:14:17.583788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:86564803fd1763fa6202f8637b526586c240984f6aa33c5ed80b26bc994981b5

Observation ac846981-9de7-4ee4-a787-2d856637e683 · outbound

This paper cites Linformer: Self-Attention with Linear Complexity.

SURF: Signature-Retained Fast Video Generation Linformer: Self-Attention with Linear Complexity

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-05-21T18:14:17.580686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:9ffc78179794f595fc5416e04621d97e51ac415cd05225222cb4f3894ea6d19b

Observation dc465335-de1f-4109-93c3-5f132ff3dbe0 · outbound

This paper cites Real-esrgan: Training real-world blind super- resolution with pure synthetic data.

SURF: Signature-Retained Fast Video Generation Real-esrgan: Training real-world blind super- resolution with pure synthetic data

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T18:14:17.918596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:2b56c84ed126ed5e583cd7ce6546dc3c2cea841e9cabf2c6504d75e8a99a51f1

Observation 6f24975b-184f-4619-9269-a0963c6d9380 · outbound

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

SURF: Signature-Retained Fast Video Generation Exploring video quality assessment on user generated contents from aesthetic and technical perspectives

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T18:14:17.916337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:947008f488799d57f9d0165c8e787c1dd7e6e1b1e13ba1f487f3c05210455616

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

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

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:55fbe614edd8f3bf53744e109a5d335467553dfff45a8bc311d792b226ead350

Observation 67419f92-ab97-404b-8a1a-a826759c1f0d · outbound

This paper cites Training-free and Adaptive Sparse Attention for Efficient Long Video Generation.

SURF: Signature-Retained Fast Video Generation Training-free and Adaptive Sparse Attention for Efficient Long Video Generation

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-05-21T18:14:17.541641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:c9417abc316dd0775fe7ab925e2095622caed561c28c09cfa33f5e73c345be6d

Observation 3b5e09b3-e632-4313-8533-7e405e77c694 · outbound

This paper cites SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers.

SURF: Signature-Retained Fast Video Generation SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-05-21T18:14:17.599579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:f1ef272149551e32340937d3c004699371952d683d5714a5896631612ec9c975

Observation ef0157d1-3b00-4a16-8877-2d00dcfbd723 · outbound

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

SURF: Signature-Retained Fast Video Generation Sparse VideoGen2: Accelerate Video Generation with Sparse Attention via Semantic-Aware Permutation

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-05-21T18:14:17.561929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:98e54685441f8e18f73d6cbfeccdbe27057d0822c12b03af93505a7a15335a90

Observation fc622393-e029-457e-bdfb-e8fa4ea1412b · outbound

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

SURF: Signature-Retained Fast Video Generation CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-05-21T18:14:17.596103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:de8345c1543feed81c0199a106836196de66849d2135c9b964b37ca954ec1bf8

Observation aed4e9bd-11ca-4968-addc-931d792a6e49 · outbound

This paper cites Metaformer is actually what you need for vision.

SURF: Signature-Retained Fast Video Generation Metaformer is actually what you need for vision

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T18:14:17.921001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:51afb9b4b32010776948088faa4fb4322484af6b4cc92bdd56c7e4805ff09983

Observation 4c5acb9e-3ec9-447e-b0f9-eb930e4e8ab7 · outbound

This paper cites AccVideo: Accelerating Video Diffusion Model with Synthetic Dataset.

SURF: Signature-Retained Fast Video Generation AccVideo: Accelerating Video Diffusion Model with Synthetic Dataset

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-21T18:14:17.558114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:ba8ea3415c0e957037e0182b95ba7262d6f32d9cd6e4518be6883b493389b19f

Observation dc54942e-a57a-4fed-a0ae-431fce4c103a · outbound

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

SURF: Signature-Retained Fast Video Generation Spargeattn: Accurate sparse attention accelerating any model inference

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-21T18:14:17.562800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:186d1fbfcad66c504095184392b4295a1767f613a4ee552121eff988479e8ce8

Observation 410545fa-cd86-4ed5-ba23-2a5887d4943b · outbound

This paper cites Fast Video Generation with Sliding Tile Attention.

SURF: Signature-Retained Fast Video Generation Fast Video Generation with Sliding Tile Attention

Reference 47

Resolution
metadata mismatch
arxiv_id, observed 2026-05-21T18:14:17.588344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:075049989fcfcfd76f9c8ea41d31b888c3f0841350dbdaeda2814e7884769d51

Observation a9d4c71a-b750-4465-a75e-b80fe2ea8481 · outbound

This paper cites Hidiffusion: Un- locking higher-resolution creativity and efficiency in pretrained diffusion models.

SURF: Signature-Retained Fast Video Generation Hidiffusion: Un- locking higher-resolution creativity and efficiency in pretrained diffusion models

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T18:14:17.923254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:931de93e8fcc54e620677c193aa67abf4abe556ce717b481b8954683fd2db7d2

Observation f5ad65ad-09dc-4620-b961-2eab599ea205 · outbound

This paper cites Flashvideo: Flowing fidelity to detail for efficient high-resolution video generation.

SURF: Signature-Retained Fast Video Generation Flashvideo: Flowing fidelity to detail for efficient high-resolution video generation

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-05-21T18:14:17.545727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:d62def6145e1aa47eca7ea20c37f818c73c4d812ddc8a88344c8e0e29428d10e

Observation 73bc8783-7c40-4be2-a9af-ad72399164f1 · outbound

This paper cites Training-free efficient video gener- ation via dynamic token carving.

SURF: Signature-Retained Fast Video Generation Training-free efficient video gener- ation via dynamic token carving

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-21T18:14:17.579360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-21T18:11:39.642701Z digest=sha256:7e8e9ad22ca7463f7cd69aa2d6bdb27dd49117e2c69f86356ad1b9390bfefb3c

Pith citing papers

No inbound Pith citation observations are available.