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Paper Citation Record · LEDGER

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration

As of 19 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 1 inbound Pith citation observation for arXiv:2602.20497.

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

pith.paper-citation-record.v1
2602.20497 v3

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T21:23:47.135932Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-20T11:19:21.721494Z

measured 0 of 1 external citation measurements

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Source: arxiv_reference, observed 2026-05-20T11:23:14.132654Z

Reference resolution

51 of 51 outbound references displayed

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Outbound references

Observation 7a76fbc9-6924-4fce-b5f0-0f808a8e567b · outbound

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

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 1

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Observation 41cadb11-1273-4828-82ff-8fb9798b2f98 · outbound

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

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration $\Delta$-DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers

Reference 2

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Observation 6edaa206-f021-47db-9abd-e73384fa0efc · outbound

This paper cites Structural Pruning for Diffusion Models.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Structural Pruning for Diffusion Models

Reference 3

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Observation 55d00355-4516-40b2-b086-aed2e97c4df0 · outbound

This paper cites Hicache: Training-free accelera- tion of diffusion models via hermite polynomial-based feature caching, 2025.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Hicache: Training-free accelera- tion of diffusion models via hermite polynomial-based feature caching, 2025

Reference 4

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Observation 24babbc8-0fc6-41e0-b347-20c2d1eaace1 · outbound

This paper cites A Temporal Kolmogorov-Arnold Transformer for Time Series Forecasting.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration A Temporal Kolmogorov-Arnold Transformer for Time Series Forecasting

Reference 5

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Observation cd1e789c-1565-4d9b-9657-64deb29b347f · outbound

This paper cites CLIPScore: A Reference-free Evaluation Metric for Image Captioning.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration CLIPScore: A Reference-free Evaluation Metric for Image Captioning

Reference 6

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Observation a80d080d-f106-4af9-8def-68690559b6fd · outbound

This paper cites Denoising Diffusion Probabilistic Models.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Denoising Diffusion Probabilistic Models

Reference 7

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Observation adf525f0-053b-44fb-a849-f02937fc1c5d · outbound

This paper cites Dif- fusion dataset condensation: Training your diffusion model faster with less data.arXiv preprint arXiv:2507.05914, 2025.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Dif- fusion dataset condensation: Training your diffusion model faster with less data.arXiv preprint arXiv:2507.05914, 2025

Reference 8

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Observation c3366dba-b0e6-4614-9839-4c5f4641e3d5 · outbound

This paper cites Ryoo, and Tian Xie.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Ryoo, and Tian Xie

Reference 9

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Observation f9ebc17f-34cc-47f4-84cf-64b1a7cf12ca · outbound

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

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 10

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Observation a47c267b-e8ea-4dba-82b6-73fc5dc8dc7b · outbound

This paper cites an unresolved cited work.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Unresolved cited work

Reference 11

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Observation 5aa4a007-5d39-46ba-a1a9-9ea8424d6858 · outbound

This paper cites Faster Diffusion: Rethinking the Role of the Encoder for Diffusion Model Inference.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Faster Diffusion: Rethinking the Role of the Encoder for Diffusion Model Inference

Reference 12

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Observation d0697565-ab9c-44bc-8db0-7d35efdc0eb7 · outbound

This paper cites Hunyuan- DiT: A powerful multi-resolution diffusion transformer with fine-grained chinese understanding.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Hunyuan- DiT: A powerful multi-resolution diffusion transformer with fine-grained chinese understanding

Reference 13

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Observation b4377a65-f466-435b-8225-4ce3db536590 · outbound

This paper cites Timestep embedding tells: It’s time to cache for video diffusion model, 2024.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Timestep embedding tells: It’s time to cache for video diffusion model, 2024

Reference 14

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Observation a17d1631-a2ff-4c0d-96fa-9d5a60645fbb · outbound

This paper cites Freqca: Accelerating diffusion models via frequency-aware caching,.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Freqca: Accelerating diffusion models via frequency-aware caching,

Reference 15

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Observation e8013548-fff5-4dd5-aaa2-f4676eda74d5 · outbound

This paper cites A survey on cache methods in diffu- sion models: Toward efficient multi-modal generation.arXiv preprint arXiv:2510.19755, 2025.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration A survey on cache methods in diffu- sion models: Toward efficient multi-modal generation.arXiv preprint arXiv:2510.19755, 2025

Reference 16

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Observation 7035a605-3043-437d-99c0-56edbb976cc4 · outbound

This paper cites From reusing to forecasting: Accelerating diffusion models with taylorseers, 2025.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration From reusing to forecasting: Accelerating diffusion models with taylorseers, 2025

Reference 17

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Observation c6bba7e3-de8c-46de-8d43-318e8a424dd5 · outbound

This paper cites Speca: Accelerating diffusion transformers with speculative feature caching.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Speca: Accelerating diffusion transformers with speculative feature caching

Reference 18

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Observation 5ad54f66-c9fb-4b93-a496-0476f7595fd7 · outbound

This paper cites Flow straight and fast: Learning to generate and transfer data with rectified flow.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Flow straight and fast: Learning to generate and transfer data with rectified flow

Reference 19

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Observation af890c1d-84a2-4a4a-a3f1-effc19daee69 · outbound

This paper cites KAN: Kolmogorov-Arnold Networks.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration KAN: Kolmogorov-Arnold Networks

Reference 20

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Observation b4f731cd-3ee3-46f5-bff1-0a6931b24244 · outbound

This paper cites C-kan: A new approach for integrating convolutional layers with kolmogorov–arnold networks for time-series forecasting.Mathematics, 12(19):3022, 2024.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration C-kan: A new approach for integrating convolutional layers with kolmogorov–arnold networks for time-series forecasting.Mathematics, 12(19):3022, 2024

Reference 21

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Observation 935c4b9c-d2d8-435e-887c-24ca5a649854 · outbound

This paper cites Dpm-solver: A fast ode solver for diffusion probabilistic model sampling in around 10 steps.Advances in Neural Information Processing Systems, 35:5775–5787, 2022.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Dpm-solver: A fast ode solver for diffusion probabilistic model sampling in around 10 steps.Advances in Neural Information Processing Systems, 35:5775–5787, 2022

Reference 22

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Observation ff9850a4-aa37-4666-a533-902264a53c79 · outbound

This paper cites DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models

Reference 23

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Observation e1433d7d-a275-4bc1-968f-53b6163b80d6 · outbound

This paper cites Learning-to-Cache: Accelerating Diffusion Transformer via Layer Caching.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Learning-to-Cache: Accelerating Diffusion Transformer via Layer Caching

Reference 24

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Observation 71cd2cd1-e128-42e5-b14c-6f9cb531c06f · outbound

This paper cites Deepcache: Accelerating diffusion models for free.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Deepcache: Accelerating diffusion models for free

Reference 25

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Observation b3b570fd-7462-44d8-b9e7-435251e1fac2 · outbound

This paper cites Scalable Diffusion Models with Transformers.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Scalable Diffusion Models with Transformers

Reference 26

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Observation d275a877-bd11-4388-b525-c609b7ed2304 · outbound

This paper cites High-Resolution Image Synthesis with Latent Diffusion Models.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration High-Resolution Image Synthesis with Latent Diffusion Models

Reference 27

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Observation 0084ff04-82ea-44ea-85de-d94cb678bce4 · outbound

This paper cites U- net: Convolutional networks for biomedical image segmen- tation.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration U- net: Convolutional networks for biomedical image segmen- tation

Reference 28

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Observation 4f6d51e8-aaa5-47a7-a839-20a8dd0320e0 · outbound

This paper cites Moghadam, and Ahmad Nick- abadi.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Moghadam, and Ahmad Nick- abadi

Reference 29

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Observation f44622cd-85fe-4b06-93c4-5e88cfbb9f88 · outbound

This paper cites Sara Mahdavi, Rapha Gontijo Lopes, Tim Salimans, Jonathan Ho, David J.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Sara Mahdavi, Rapha Gontijo Lopes, Tim Salimans, Jonathan Ho, David J

Reference 30

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Observation dbe16a0a-9a98-4e81-8546-ee7c53a01b33 · outbound

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

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration FORA: Fast-Forward Caching in Diffusion Transformer Acceleration

Reference 31

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Observation f67e5744-015b-40a9-92cd-32388872b92f · outbound

This paper cites Denoising diffusion implicit models.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Denoising diffusion implicit models

Reference 32

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Observation e3d9d0cc-5116-43f5-a3a4-6b02b53e748e · outbound

This paper cites Consistency models.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Consistency models

Reference 33

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Observation 4d006944-117f-471c-9681-ca51ccd8447c · outbound

This paper cites Kolmogorov-arnold networks (kans) for time series analysis.arXiv preprint arXiv:2405.08790, 2024.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Kolmogorov-arnold networks (kans) for time series analysis.arXiv preprint arXiv:2405.08790, 2024

Reference 34

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Observation f4f0021c-2e2b-49c4-a829-55f1e25a8171 · outbound

This paper cites Wan: Open and advanced large- scale video generative models.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Wan: Open and advanced large- scale video generative models

Reference 35

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Observation 4f527407-5ad2-4e40-9427-a96deeae56e4 · outbound

This paper cites Bovik, H.R.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Bovik, H.R

Reference 36

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Observation 9fb70ab3-cc48-4c4f-96ff-a143f7002fad · outbound

This paper cites Qwen-Image Technical Report.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Qwen-Image Technical Report

Reference 37

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Observation 631c8c26-32e4-4a08-b9d0-b1a0b00ae5e5 · outbound

This paper cites Imagereward: Learning and evaluating human preferences for text-to-image generation, 2023.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Imagereward: Learning and evaluating human preferences for text-to-image generation, 2023

Reference 38

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Observation 7ad18773-cf25-48de-a7fb-11e4ce9b3a4d · outbound

This paper cites Perflow: Piecewise rectified flow as universal plug-and-play accelerator.Advances in Neu- ral Information Processing Systems, 37:78630–78652, 2024.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Perflow: Piecewise rectified flow as universal plug-and-play accelerator.Advances in Neu- ral Information Processing Systems, 37:78630–78652, 2024

Reference 39

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Observation 064f005b-8e3a-4bf9-82dc-6753c7c99091 · outbound

This paper cites Cogvideox: Text-to-video diffusion models with an ex- pert transformer.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Cogvideox: Text-to-video diffusion models with an ex- pert transformer

Reference 40

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source=pdf_text observed=2026-08-02T21:23:45.444156Z digest=sha256:38af5c3a4a95feef2d0f3af061386489efb1b6d3b187e2a3aa31134769fe1a82

Observation 73e36362-1fb0-401a-bfb2-d5379ed67760 · outbound

This paper cites DiTFastattn: Attention compression for diffusion transformer models.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration DiTFastattn: Attention compression for diffusion transformer models

Reference 41

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source=pdf_text observed=2026-08-02T21:23:45.581965Z digest=sha256:2b1ad4b5c6b8bebcfe6b06de7ec951d2d249eb160cc4ec2950aeed2316f3dfd9

Observation edfd4e68-aa27-41cb-a16b-ca0e96496810 · outbound

This paper cites Token pruning for caching better: 9 times acceleration on stable diffusion for free, 2024.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Token pruning for caching better: 9 times acceleration on stable diffusion for free, 2024

Reference 42

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source=pdf_text observed=2026-08-02T21:23:45.779941Z digest=sha256:904762c8b729a10aee86a121dca6d56ceea8f13f329156d47906ff0dfaff84fd

Observation ef48ff1d-2ae1-4681-b2db-f1d80ba638c4 · outbound

This paper cites Efros, Eli Shechtman, and Oliver Wang.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Efros, Eli Shechtman, and Oliver Wang

Reference 43

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source=pdf_text observed=2026-08-02T21:23:45.972174Z digest=sha256:e901021bbdb2f4cb0540f2c562a32eb128b9ca58a55ef4e3318a27b14f0b4e61

Observation 853e554f-10e9-452d-a6d1-9fd719eec6c2 · outbound

This paper cites Forecast then calibrate: Feature caching as ode for efficient diffusion transformers, 2025.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Forecast then calibrate: Feature caching as ode for efficient diffusion transformers, 2025

Reference 44

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source=pdf_text observed=2026-08-02T21:23:46.094041Z digest=sha256:9ced24eb999e35607e7576a44576b88d45d4014c92b352319d855a95c3a601b1

Observation 33ee3ff5-93e3-479d-aba3-3c09088960ec · outbound

This paper cites Compute only 16 tokens in one timestep: Accelerating Diffusion Transformers with Cluster-Driven Fea- ture Caching.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Compute only 16 tokens in one timestep: Accelerating Diffusion Transformers with Cluster-Driven Fea- ture Caching

Reference 45

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source=pdf_text observed=2026-08-02T21:23:46.277892Z digest=sha256:b0ab1913f6b8c94c0ddff6fdcc3bbe0d115f2043ab91b497601859d0e993056d

Observation 7c4e8da6-61f7-4732-9b44-6b9e46d24e88 · outbound

This paper cites Dip-go: A diffusion pruner via few-step gradient optimization, 2024.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Dip-go: A diffusion pruner via few-step gradient optimization, 2024

Reference 46

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source=pdf_text observed=2026-08-02T21:23:46.399058Z digest=sha256:4e71d420d54da4dc06cc834093b0950a1763e71bea79f9a287afcae15c1c2bb5

Observation 2baef01c-df88-4261-94d5-3ba81ad0ecdb · outbound

This paper cites Accelerating diffusion transformers with dual feature caching, 2024.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Accelerating diffusion transformers with dual feature caching, 2024

Reference 47

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source=pdf_text observed=2026-08-02T21:23:46.530193Z digest=sha256:2dc81da0722558b33cb3034e2a238688ca56fcde976d15f5f4ca4cb12a414d22

Observation 77c6dcea-570a-4cbd-88cc-6e95799a03ad · outbound

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

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Accelerating diffusion transformers with token- wise feature caching

Reference 48

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source=pdf_text observed=2026-08-02T21:23:46.670447Z digest=sha256:4b2bc8bc9ed2abbc86c7c0ca98d4a5d68ad963a8c2031637812186231a568fa5

Observation 0dbe5cb1-2238-4b93-97d2-9337bb5607ab · outbound

This paper cites Main Terms.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Main Terms

Reference 50

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source=pdf_text observed=2026-08-02T21:23:46.970616Z digest=sha256:ed19f67652eaec1811267a3dfe3e8ea9d51c45b9d5b6798d5aa86834d8bf7d60

Observation d3a6d23e-3eac-439f-af9e-ffd7a3843bb7 · outbound

This paper cites an unresolved cited work.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Unresolved cited work

Reference 51

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source=pdf_text observed=2026-08-02T21:23:47.135932Z digest=sha256:387679bb86bc1897f88b709895f766d90fee4c6f27e5aa94ea2943660fe2be17

Observation bb187934-cd67-47aa-bbdf-0c345c5769df · outbound

This paper cites 2, 3 10 LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Supplementary Material.

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration 2, 3 10 LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration Supplementary Material

Reference 2025

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source=pdf_text observed=2026-08-02T21:23:46.819388Z digest=sha256:6d7415cb8ee2be4970389db943f2d59ab153bebbd0fc397261f4598589f9c2b0

Pith citing papers

Observation eb8946b7-f26b-4366-a69a-ae01cd2b293f · inbound

Focused Forcing: Content-Aware Per-Frame KV Selection for Efficient Autoregressive Video Diffusion cites this paper.

Focused Forcing: Content-Aware Per-Frame KV Selection for Efficient Autoregressive Video Diffusion LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration

Reference 5

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verified exact
arxiv_id, observed 2026-05-28T02:04:14.984060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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