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Paper Citation Record · LEDGER

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

As of 8 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 19 inbound Pith citation observations for arXiv:2507.02860.

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

pith.paper-citation-record.v1
2507.02860 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:26:08.576728Z

measured 63 of 63 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 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:34:37.763737Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T13:29:51.853313Z

Reference resolution

44 of 44 outbound references displayed

  • verified exact0
  • verified fuzzy33
  • unresolved11
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4e5c1e5b-d18b-469f-8a69-df3cad003e9d · outbound

This paper cites Open-Sora: Democratizing Efficient Video Production for All.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Open-Sora: Democratizing Efficient Video Production for All

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 55e2af27-e51e-424d-b435-616aba6426c2 · outbound

This paper cites Latte: Latent diffusion transformer for video generation,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Latte: Latent diffusion transformer for video generation,

Reference 2

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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.

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Observation 66a3adc6-e36c-4f3c-b89e-4dc757022a6b · outbound

This paper cites Video generation models as world simulators,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Video generation models as world simulators,

Reference 3

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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.

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Observation 461eaef2-8b79-490d-930f-443fe280d515 · outbound

This paper cites Scalable diffusion models with transform- ers,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Scalable diffusion models with transform- ers,

Reference 5

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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.

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Observation fb00ea38-0688-4ce5-8f3c-d54a164de0f9 · outbound

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

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 374f807c-58a5-424f-bf0a-1b40ae41fdb9 · outbound

This paper cites Dpm-solver: A fast ode solver for diffusion probabilistic model sampling in around 10 steps,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Dpm-solver: A fast ode solver for diffusion probabilistic model sampling in around 10 steps,

Reference 7

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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.

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Observation 259cfc17-0bf7-454c-a855-232690cc6a53 · outbound

This paper cites Reducing activation recomputa- tion in large transformer models,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Reducing activation recomputa- tion in large transformer models,

Reference 8

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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.

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Observation 55d55c5b-2d2b-474d-914c-b14e02cd5a97 · outbound

This paper cites On distillation of guided diffusion models,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching On distillation of guided diffusion models,

Reference 9

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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.

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Observation 6a0e08f7-9669-46b0-9be1-269c8bec541b · outbound

This paper cites Sageattention: Accurate 8-bit attention for plug-and-play inference acceleration,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Sageattention: Accurate 8-bit attention for plug-and-play inference acceleration,

Reference 10

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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.

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Observation 4d184a33-a021-4fd2-83de-c2d13521c3f1 · outbound

This paper cites Deepcache: Principled cache for mobile deep vision,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Deepcache: Principled cache for mobile deep vision,

Reference 11

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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.

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Observation a5eb1582-e9a1-47b8-9bda-1b278bde64ec · outbound

This paper cites Real-time video genera- tion with pyramid attention broadcast,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Real-time video genera- tion with pyramid attention broadcast,

Reference 12

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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.

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Observation 70e475fe-7f9c-44a5-b31e-3fb9ccfced2f · outbound

This paper cites $\Delta$-DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching $\Delta$-DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:26:08.418744Z digest=sha256:b2da70f7ec14066de5cbfde63af16701fb728c082c261b16e3d7a29a7fee53af

Observation 2362c324-38d5-432f-b92c-3501236a3437 · outbound

This paper cites FORA: Fast-Forward Caching in Diffusion Transformer Acceleration.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching FORA: Fast-Forward Caching in Diffusion Transformer Acceleration

Reference 14

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no resolver link, observed 2026-08-06T20:26:08.423779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 27814a99-32d5-4a3a-98d3-921377229878 · outbound

This paper cites Timestep embedding tells: It’s time to cache for video diffusion model,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Timestep embedding tells: It’s time to cache for video diffusion model,

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-06T20:26:09.164978Z

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=2026-08-06T20:26:08.428815Z digest=sha256:036686b78c5f37b428d151f22cac60097794cbf20aafba9456e0ae88935ea50a

Observation cd8a38f1-7364-48e1-b4c9-c00bc9092485 · outbound

This paper cites Sparse videogen: Accelerating video diffusion trans- formers with spatial-temporal sparsity,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Sparse videogen: Accelerating video diffusion trans- formers with spatial-temporal sparsity,

Reference 16

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raw_fallback, observed 2026-08-06T20:26:09.148122Z

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.

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Observation 7615d1e1-4214-4990-85eb-146794541e42 · outbound

This paper cites Denoising diffusion probabilistic models,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Denoising diffusion probabilistic models,

Reference 17

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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.

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Observation 7522d365-2678-458a-afb4-194703309373 · outbound

This paper cites Photorealistic text-to-image diffusion models with deep language understanding,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Photorealistic text-to-image diffusion models with deep language understanding,

Reference 18

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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.

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Observation 1ad71dc4-623d-40f1-b402-e2f9f4d16386 · outbound

This paper cites High-resolution image synthesis with latent diffusion models,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching High-resolution image synthesis with latent diffusion models,

Reference 19

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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.

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Observation cf9e973b-d030-41db-863e-9454d182d264 · outbound

This paper cites Sdxl: Improving latent diffusion models for high-resolution image synthesis,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Sdxl: Improving latent diffusion models for high-resolution image synthesis,

Reference 20

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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.

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Observation ade2671b-5723-4108-9bbf-b5446b367f53 · outbound

This paper cites Hunyuan3D 2.0: Scaling Diffusion Models for High Resolution Textured 3D Assets Generation.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Hunyuan3D 2.0: Scaling Diffusion Models for High Resolution Textured 3D Assets Generation

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:26:08.459410Z digest=sha256:d4a776f21372d693bd18fec6a31c237756a234f6a1e588eda1f66c49129055e9

Observation 7da583d7-d5e5-4095-9947-f10d984ce8ca · outbound

This paper cites Step1X-3D: Towards High-Fidelity and Controllable Generation of Textured 3D Assets.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Step1X-3D: Towards High-Fidelity and Controllable Generation of Textured 3D Assets

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 891b13e7-5c03-4fd8-8b03-1cadb9e4a4bd · outbound

This paper cites 3dtopia-xl: Scaling high-quality 3d asset generation via primitive diffusion,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching 3dtopia-xl: Scaling high-quality 3d asset generation via primitive diffusion,

Reference 23

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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.

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Observation 99557ed7-9e50-41d6-be05-f3c3eb1f52e3 · outbound

This paper cites MagicVideo: Efficient Video Generation With Latent Diffusion Models.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching MagicVideo: Efficient Video Generation With Latent Diffusion Models

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:26:08.473933Z digest=sha256:b0f3685946c263fe5b8c9f1892cff0bb387cfcdee980d2c81cbb82f6b70e8dda

Observation 26ef6e2d-bc27-4868-9aa8-416b3b1f98c6 · outbound

This paper cites Align your latents: High-resolution video synthesis with latent diffusion models,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Align your latents: High-resolution video synthesis with latent diffusion models,

Reference 25

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raw_fallback, observed 2026-08-06T20:26:09.044974Z

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=2026-08-06T20:26:08.479736Z digest=sha256:92b95cf75f1199ae395f392fd7c08714497019233f2f52a7be84fb378cfe1dcd

Observation 55752939-043f-4ed0-9f09-0395ec9cb14d · outbound

This paper cites Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 26

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no resolver link, observed 2026-08-06T20:26:08.484308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:26:08.484308Z digest=sha256:8ae1b2d6a1a4a3f8bb0bf07c5c3bef87c311e5aa965842e1d82ec9998d7a57b3

Observation fdb085df-e760-479b-b92f-d1f416578472 · outbound

This paper cites Cogvideo: Large-scale pretraining for text-to-video generation via transform- ers,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Cogvideo: Large-scale pretraining for text-to-video generation via transform- ers,

Reference 27

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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.

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Observation 1654e18e-9610-4e96-a55a-e44cc83a3f9d · outbound

This paper cites Denoising diffusion implicit models,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Denoising diffusion implicit models,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:26:09.010533Z

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=2026-08-06T20:26:08.493812Z digest=sha256:436e24ee159ae3e8722ce0344ece28a697f091161f9df2ff1c3b92129139bbcc

Observation fa8c03ed-634c-47ed-ad64-cb2dd1ef30c2 · outbound

This paper cites Elucidating the design space of diffusion-based generative models,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Elucidating the design space of diffusion-based generative models,

Reference 29

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raw_fallback, observed 2026-08-06T20:26:08.994123Z

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=2026-08-06T20:26:08.498430Z digest=sha256:8f0896abb03e7da7c4704fc29134f05cb7661d968d7b588b1e02798f88ad7b6c

Observation 1fbf2a82-5a5f-4449-b694-0047a6cac795 · outbound

This paper cites Token merging for fast stable diffusion,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Token merging for fast stable diffusion,

Reference 30

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raw_fallback, observed 2026-08-06T20:26:08.976936Z

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=2026-08-06T20:26:08.502881Z digest=sha256:cd36f7c26c1dcdb7b716ec1edb510d56f9c3400e614581186457315d25d22ddc

Observation 63bb6ae5-80d9-499d-9349-7537c7e68bea · outbound

This paper cites Attention-driven training-free efficiency enhancement of diffu- sion models,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Attention-driven training-free efficiency enhancement of diffu- sion models,

Reference 31

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raw_fallback, observed 2026-08-06T20:26:08.960830Z

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=2026-08-06T20:26:08.507439Z digest=sha256:b274584e67f2cad8fc677aed7a72c5d644ac1523c71f6e51f53f91a7c38708b3

Observation 4a754d33-aa17-47f6-ace4-af90c8a71c68 · outbound

This paper cites Training-free and hardware-friendly acceleration for diffusion models via similarity- based token pruning,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Training-free and hardware-friendly acceleration for diffusion models via similarity- based token pruning,

Reference 32

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raw_fallback, observed 2026-08-06T20:26:08.943982Z

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=2026-08-06T20:26:08.512648Z digest=sha256:23be9663d364159a540cbcfb75483df712f273fb866aae4f740e1a526718d962

Observation e9d6ce4d-2f7f-4fbd-b7d7-6b692c0363c5 · outbound

This paper cites Accelerating diffusion transformers with token-wise feature caching,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Accelerating diffusion transformers with token-wise feature caching,

Reference 33

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verified fuzzy
raw_fallback, observed 2026-08-06T20:26:08.926832Z

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=2026-08-06T20:26:08.517684Z digest=sha256:a30e4327e32300fb0a4b730c7bfa10a8417be5aa48f5df6e98a8e3eba381296e

Observation fb508de4-8969-46ce-9d37-130b0f22d27a · outbound

This paper cites Cache me if you can: Accelerating diffusion models through block caching,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Cache me if you can: Accelerating diffusion models through block caching,

Reference 34

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raw_fallback, observed 2026-08-06T20:26:08.911403Z

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=2026-08-06T20:26:08.522988Z digest=sha256:4d7c0af5631cab4eb3bbff4a828e93226898a9e1579748ae869011caa8c0dce2

Observation e18d6658-6d9c-4f96-becd-e86d01d7fa78 · outbound

This paper cites Score-based generative modeling through stochastic differential equations,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Score-based generative modeling through stochastic differential equations,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:26:08.894798Z

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=2026-08-06T20:26:08.527486Z digest=sha256:8294fc2ab29fa2f23ff7580bb8e9af15d555e9c5fd7dca56884544d89f2fbaed

Observation 0b733975-9d05-4973-9fc7-d784c6244ec6 · outbound

This paper cites Flow matching for generative modeling,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Flow matching for generative modeling,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:26:08.878588Z

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=2026-08-06T20:26:08.532443Z digest=sha256:d2bf639b3cdb90378449744458093085f83ceb102697ff3b3485b9ae822ed7bf

Observation 10c5f07a-bdb7-4d34-bfa0-0303f2a687fd · outbound

This paper cites Faster diffusion via temporal attention decomposition,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Faster diffusion via temporal attention decomposition,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:26:08.862903Z

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=2026-08-06T20:26:08.537854Z digest=sha256:c5a3e8001b3072d312f05e26c4b5ac1cf9cf6885861fd48d8092f4cff3bc310b

Observation 934efd79-13f6-4dcd-8a94-9648b05247fb · outbound

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

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Wan: Open and Advanced Large-Scale Video Generative Models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T20:26:08.542653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:26:08.542653Z digest=sha256:042f5fadd5603da62f44135a051ebd84a93a79f15209eed078711744a605cd67

Observation ed9041a5-2d52-4562-adcd-36e32d65fc49 · outbound

This paper cites an unresolved cited work.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T20:26:08.547418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:26:08.547418Z digest=sha256:5883cb6f7a31304e398d44f4c052e69a6947fed31a759a57a65a1ec8d889394a

Observation c0fc3831-6865-43a4-9edb-3361da9818f3 · outbound

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

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Vbench: Comprehensive benchmark suite for video generative models,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:26:08.837011Z

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=2026-08-06T20:26:08.552406Z digest=sha256:3a39997a1c8987cec87e3603f13423654fe236aba5a32ea3949ce2c73f2fed0e

Observation 6b64e41f-0943-4209-817f-e25aae10a47e · outbound

This paper cites Image quality assessment: from error visibility to structural similarity,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Image quality assessment: from error visibility to structural similarity,

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T20:26:08.557466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:26:08.557466Z digest=sha256:1793693f636f1e33295fe08e07eb8123ac915ce3df2f82bdd8f03764a703e209

Observation 6fbc040d-9bc7-4bbe-b1c9-4ae8caf360fb · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching The unreasonable effectiveness of deep features as a perceptual metric,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:26:08.811393Z

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=2026-08-06T20:26:08.561950Z digest=sha256:add2dece3d7f90a1a78741b4221972cfe91ce69872c6fd54acd6344c6abb76de

Observation 3e920aee-94b6-4e32-a9fb-78a856640172 · outbound

This paper cites Microsoft coco: Common objects in context,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Microsoft coco: Common objects in context,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:26:08.794805Z

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=2026-08-06T20:26:08.567308Z digest=sha256:f8bb99f770fc0c4fd6181ab7bdd9b72a40cebb84ca08918ed8961def8f97e135

Observation 033944de-7759-4691-8800-40ca66413b18 · outbound

This paper cites Clip- score: A reference-free evaluation metric for image captioning,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching Clip- score: A reference-free evaluation metric for image captioning,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:26:08.779230Z

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=2026-08-06T20:26:08.572078Z digest=sha256:b32d1e9279b89248c1edb506018546d7f5acf48068423249262a92f4887fe218

Observation 596af0bf-6309-40e6-a503-60399c7bf329 · outbound

This paper cites T2v-compbench: A comprehensive benchmark for compositional text-to-video generation,.

Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching T2v-compbench: A comprehensive benchmark for compositional text-to-video generation,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:26:08.762482Z

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=2026-08-06T20:26:08.576728Z digest=sha256:2a553310589d1546638a714fcf65136df391188d9b946c85d943e777ae4efe34

Pith citing papers

Observation 1f37b72d-1d74-4667-bdc8-b01e6f07cd2a · inbound

1.x-Distill: Breaking the Diversity, Quality, and Efficiency Barrier in Distribution Matching Distillation cites this paper.

1.x-Distill: Breaking the Diversity, Quality, and Efficiency Barrier in Distribution Matching Distillation Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 53

Resolution
metadata mismatch
arxiv_id, observed 2026-05-13T17:23:02.534756Z

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=2026-05-13T17:19:49.891090Z digest=sha256:5f8d40dbbfcc28d9abd5a4c5ddce0edb54dfb36026cd8885f90e49e616011422

Observation 732396bd-9b74-4d7a-b1e6-9b6497b7f95f · inbound

When Numbers Speak: Aligning Textual Numerals and Visual Instances in Text-to-Video Diffusion Models cites this paper.

When Numbers Speak: Aligning Textual Numerals and Visual Instances in Text-to-Video Diffusion Models Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 73

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T00:10:52.956637Z

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=2026-05-10T18:39:26.420463Z digest=sha256:a40e7778791af46850bd548f019eb47e25c4b4bc82238fb8a5503fce906cebbe

Observation e2ec7a91-5f2b-4670-abbc-2e3045e6ccbd · inbound

Seeing Realism from Simulation: Efficient Video Transfer for Vision-Language-Action Data Augmentation cites this paper.

Seeing Realism from Simulation: Efficient Video Transfer for Vision-Language-Action Data Augmentation Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-09T06:35:38.523518Z

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=2026-05-08T18:21:00.089755Z digest=sha256:12b687832c1cd65851c583d1dedab60d1d37bfa75913e382eacb74fa59d0c1fd

Observation 836cb3d5-98ef-472d-9033-783a04167695 · inbound

Not All Tokens Need 40 Steps: Heterogeneous Step Allocation in Diffusion Transformers for Efficient Video Generation cites this paper.

Not All Tokens Need 40 Steps: Heterogeneous Step Allocation in Diffusion Transformers for Efficient Video Generation Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:50:58.270695Z

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=2026-05-11T01:00:54.537214Z digest=sha256:417e7c6c7bcf6c4fb425317dc01b7fb820c350010420b2c8c231c3d3461e58aa

Observation 77271b62-4b9e-4018-884b-f8b6f7b5e9a7 · inbound

Accelerating Rectified Flow Models via Trajectory-Aware Caching cites this paper.

Accelerating Rectified Flow Models via Trajectory-Aware Caching Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 28

Resolution
malformed identifier
arxiv_id, observed 2026-05-19T21:32:47.879321Z

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=2026-05-19T21:32:00.266117Z digest=sha256:26c5ab5b38c9df41a02b7c5aa4548daf8553bd926822e710474297a04f46990b

Observation ab5a2994-fc24-4151-bfda-74399c4b01b1 · inbound

VDE: Training-Free Accelerating Rectified Flow Model via Velocity Decomposition and Estimation cites this paper.

VDE: Training-Free Accelerating Rectified Flow Model via Velocity Decomposition and Estimation Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-25T05:00:22.476920Z

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=2026-05-25T04:57:03.913813Z digest=sha256:6ed047a3a04c3d7a1d500686a701eb8631f1638d1e6e67fe69f8832640e67b36

Observation 9169be76-66aa-43d9-ba6f-17dda4814f31 · inbound

PixelWizard: Towards Efficient High-Fidelity Video Generation at Ultra-Large Spatial Resolution cites this paper.

PixelWizard: Towards Efficient High-Fidelity Video Generation at Ultra-Large Spatial Resolution Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-06-29T22:34:02.314609Z

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=2026-06-29T22:24:50.679950Z digest=sha256:17f89258d7bb16f670a099fe3ef7d15474831d6c49b60086abc6ab126b8b639e

Observation 1a5c077b-cb93-4cf0-9ab7-ca7c7eb4e687 · inbound

ReCache: Learning Budget-Aware Caching Schedules for Diffusion Models via REINFORCE cites this paper.

ReCache: Learning Budget-Aware Caching Schedules for Diffusion Models via REINFORCE Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 85

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:26:56.379531Z

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=2026-06-28T02:09:44.280357Z digest=sha256:3aacd134474615419133e7b31b99a0416bf861478c5e57e562e4e9a01b5125cc

Observation eeffd467-47e0-4538-ae95-23c2d25d96de · 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 Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 49

Resolution
malformed identifier
arxiv_id, observed 2026-07-02T12:26:56.740544Z

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=sha256:7dee3108749fa4bf44ca12c821af810d3fbef17c899ab72f046408d9240fe076

Observation d519c5a7-1b49-4ab2-9f1a-c9d8eed5bb72 · 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 Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-07-04T08:49:41.574675Z

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=sha256:5f32945b4d36763b0b600098dc44d2c04ca537c86fad303b2ae7911dea5924fd

Observation 1f42067a-9794-4e44-8b6a-2f6df9729308 · inbound

LearniBridge: Learnable Calibration of Feature Caching for Diffusion Models Acceleration cites this paper.

LearniBridge: Learnable Calibration of Feature Caching for Diffusion Models Acceleration Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 4

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T13:29:51.854740Z

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=2026-06-26T05:09:50.887733Z digest=sha256:a485fc60b796750a65128f4497b2e46d36987cd6edc2e1a881ae69858f11ff04

Observation edebdfd5-0f1d-4e92-a8f2-f0a788d8fd51 · inbound

NaviCache: Test-Time Self-Calibration Caching for Video Generation cites this paper.

NaviCache: Test-Time Self-Calibration Caching for Video Generation Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 22

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T12:49:52.632550Z

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=2026-06-26T05:53:37.945639Z digest=sha256:278ae7a7d2ff0b9f6246393f5b709d88c5f39aa856872e75a5b7e41e14f400c9

Observation 322e943f-b546-474e-9952-eb865cbcc6bd · inbound

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

SyncCache: Exploiting Asymmetric Dynamics for Fast Audio-Driven Portrait Animation Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 46

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T09:45:40.308602Z

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:c2cde69c4719112e20d927968847bb2642afe49c1f9165f820e29ec3792e2853

Observation 873d5615-78fc-46a7-988d-d6ffe43c2933 · inbound

ACID: Adaptive Caching for vIDeo generation cites this paper.

ACID: Adaptive Caching for vIDeo generation Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-02T06:40:18.175534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:40:18.175534Z digest=sha256:5c364402ef307718b97d1596bb9a6d30c195f1f363b9ad3cb336b16d0e6ff32a

Observation 0035aac9-7f28-4744-a243-caede9161b40 · inbound

CachedSearch: Training-Free Cached Exploration for Test-Time Search in Video Diffusion cites this paper.

CachedSearch: Training-Free Cached Exploration for Test-Time Search in Video Diffusion Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-01T03:30:26.902709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T03:30:26.902709Z digest=sha256:dc2f024436681852b1fe923fc73f56d41cb33e05c379026b9ea1d8fd36947b52

Observation a1b7771c-5764-4b58-b299-2c8d30aac1e3 · inbound

OmniCache: Multidimensional Hierarchical Feature Caching For Diffusion Models cites this paper.

OmniCache: Multidimensional Hierarchical Feature Caching For Diffusion Models Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 41

Resolution
unresolved
no resolver link, observed 2026-07-30T10:48:16.605398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-30T10:48:16.605398Z digest=sha256:f8da08b7dc605c3c20048d398631c98027d3fbaad3c4c4c62ec99443ae725f48

Observation a4bdc148-4a71-40a0-9059-007ce0831a5c · inbound

Sol-Attn: Accelerating Video Generation Inference via On-the-Fly Attention Sparsification cites this paper.

Sol-Attn: Accelerating Video Generation Inference via On-the-Fly Attention Sparsification Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 23

Resolution
unresolved
no resolver link, observed 2026-07-31T23:18:25.094374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T23:18:25.094374Z digest=sha256:d2b08f048b50a1ca118fc9d8cafc852b8fae40413c9dc63f8f331be3d7cf0d2e

Observation 162cee48-d2a9-4339-a2ac-cbdaca8a5cf9 · inbound

WorldDynCache: Risk-Controlled Latent Dynamics Approximation for Diffusion World Model cites this paper.

WorldDynCache: Risk-Controlled Latent Dynamics Approximation for Diffusion World Model Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-04T19:51:16.389034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T19:51:16.389034Z digest=sha256:288c92c573eadf6751249e77a22f521352212f2a306d7bfb0c68b6b60a48e75b

Observation 1dab3b43-46e8-490b-8005-412b87431a0f · inbound

GVCCTurbo: Rate-Compute Quality Scheduling for Codebook Driven Generative Compression cites this paper.

GVCCTurbo: Rate-Compute Quality Scheduling for Codebook Driven Generative Compression Less is Enough: Training-Free Video Diffusion Acceleration via Runtime-Adaptive Caching

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-05T17:34:37.763737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T17:34:37.763737Z digest=sha256:d26931788a4f615a8c071a3d463bb9d708da3a3cb8d69f1835261a149e2b0896