Paper Citation Record · LEDGER

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis

As of 23 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 4 inbound Pith citation observations for arXiv:2504.14470.

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

pith.paper-citation-record.v1
2504.14470 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:52:25.436180Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:07:43.813266Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T18:14:17.475967Z

Reference resolution

44 of 44 outbound references displayed

verified exact0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eb3e67f0-a71f-485a-8d2c-f7ae65945ebd · outbound

This paper cites Cosmos World Foundation Model Platform for Physical AI.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Cosmos World Foundation Model Platform for Physical AI

Reference 1

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Observation ebb77c4b-dd2d-4388-9a52-2faf032d13aa · outbound

This paper cites Investigating tradeoffs in real-world video super-resolution.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Investigating tradeoffs in real-world video super-resolution

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:52:26.114310Z

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Observation 48184b11-7357-41b9-a0a9-30fda1ef4b80 · outbound

This paper cites Deep Compression Autoencoder for Efficient High-Resolution Diffusion Models.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Deep Compression Autoencoder for Efficient High-Resolution Diffusion Models

Reference 3

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Observation 41b2b7ef-95c1-486d-a692-7fe129baabe1 · outbound

This paper cites Pixart- σ: Weak-to-strong training of diffusion transformer for 4k text-to-image generation.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Pixart- σ: Weak-to-strong training of diffusion transformer for 4k text-to-image generation

Reference 4

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Observation 8a3d83d8-9cee-4397-a0ce-37873dbe3792 · outbound

This paper cites ShareGPT4Video: Improving Video Understanding and Generation with Better Captions.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis ShareGPT4Video: Improving Video Understanding and Generation with Better Captions

Reference 5

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Observation d241eff4-eb38-42ca-a7fc-f2aa10d9b3b2 · outbound

This paper cites ResAdapter: Domain Consistent Resolution Adapter for Diffusion Models.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis ResAdapter: Domain Consistent Resolution Adapter for Diffusion Models

Reference 6

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Observation 0a551235-2a97-4fa1-82b0-1a6d551d7d02 · outbound

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

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Demofusion: Democratising high- resolution image generation with no $$$

Reference 7

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Observation c01d0a9c-31fa-43c0-91c9-431b3284342d · outbound

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

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Scaling recti- fied flow transformers for high-resolution image synthesis

Reference 8

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Observation 8b306e8b-a25b-4ef8-ae67-05d1313a971c · outbound

This paper cites Taming transformers for high-resolution image synthesis.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Taming transformers for high-resolution image synthesis

Reference 9

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Observation 32ea8a0b-5f11-4b58-9fd0-efdeb7c72adb · outbound

This paper cites Vchitect-2.0: Parallel Transformer for Scaling Up Video Diffusion Models.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Vchitect-2.0: Parallel Transformer for Scaling Up Video Diffusion Models

Reference 10

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Observation e803a928-f4d9-4b00-9068-e4449384221c · outbound

This paper cites Make a cheap scaling: A self-cascade diffusion model for higher-resolution adapta- tion.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Make a cheap scaling: A self-cascade diffusion model for higher-resolution adapta- tion

Reference 11

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Observation bf677e31-8fb6-484b-a3fa-8e0279d75832 · outbound

This paper cites LTX-Video: Realtime Video Latent Diffusion.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis LTX-Video: Realtime Video Latent Diffusion

Reference 12

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Observation 25294acf-7614-490c-9c19-5d73532448a2 · outbound

This paper cites VEnhancer: Generative Space-Time Enhancement for Video Generation.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis VEnhancer: Generative Space-Time Enhancement for Video Generation

Reference 13

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Observation 32d9103b-30d9-4757-91b8-2922e15dc849 · outbound

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

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Scalecrafter: Tuning-free higher- resolution visual generation with diffusion models

Reference 14

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Observation 0fa5043f-3fb7-4914-9d79-c24c5f8beaab · outbound

This paper cites CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers

Reference 15

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Observation a07cc765-e7d1-4673-a3a9-46930eed3e0f · outbound

This paper cites Vbench: Comprehensive bench- mark suite for video generative models.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Vbench: Comprehensive bench- mark suite for video generative models

Reference 16

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Observation 12f5a03f-cfcc-41f3-8d8f-79c3d4180a5a · outbound

This paper cites Musiq: Multi-scale image quality transformer.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Musiq: Multi-scale image quality transformer

Reference 17

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Observation 33b56541-3f47-4dfc-b28e-2413fd3c58d5 · outbound

This paper cites Auto-Encoding Variational Bayes.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Auto-Encoding Variational Bayes

Reference 18

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Observation 82a99748-89b1-4e0c-aedc-af37a12bdda8 · outbound

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

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 19

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Observation 875c36a9-0f13-4923-8adb-bf89bfc9a43c · outbound

This paper cites Open-Sora Plan: Open-Source Large Video Generation Model.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Open-Sora Plan: Open-Source Large Video Generation Model

Reference 20

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Observation 9bd96dac-1d45-4a55-a7bb-3afa37166922 · outbound

This paper cites CLEAR: Conv-Like Linearization Revs Pre-Trained Diffusion Transformers Up.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis CLEAR: Conv-Like Linearization Revs Pre-Trained Diffusion Transformers Up

Reference 21

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Observation 0a5f403d-ccf1-4369-8efd-ea393381b59f · outbound

This paper cites LinFusion: 1 GPU, 1 Minute, 16K Image.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis LinFusion: 1 GPU, 1 Minute, 16K Image

Reference 22

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

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis HiPrompt: Tuning-free Higher-Resolution Generation with Hierarchical MLLM Prompts

Reference 23

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Observation 77518c5b-b9e8-4d1a-9450-1808e0219a9d · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Swin transformer: Hierarchical vision transformer using shifted windows

Reference 24

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Observation 38b62bd2-d9d5-4926-b224-bc062bc98743 · outbound

This paper cites completely blind.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis completely blind

Reference 25

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Observation 2a9ad8cb-bbd1-47f3-b43c-5ad1ef9d4b60 · outbound

This paper cites Scalable diffusion models with transformers.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Scalable diffusion models with transformers

Reference 26

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This paper cites Wuerstchen: An Efficient Architecture for Large-Scale Text-to-Image Diffusion Models.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Wuerstchen: An Efficient Architecture for Large-Scale Text-to-Image Diffusion Models

Reference 27

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Observation 300d904a-0c5f-4b0b-8a80-46531af3a348 · outbound

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

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis UltraPixel: Advancing Ultra-High-Resolution Image Synthesis to New Peaks

Reference 28

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Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Unresolved cited work

Reference 29

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Observation 329c4048-17cf-4bc1-9f91-49ff7e25b8f7 · outbound

This paper cites Ex- ploring clip for assessing the look and feel of images.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Ex- ploring clip for assessing the look and feel of images

Reference 30

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Observation d1950a46-d4a7-433c-a2c3-a70752f6b632 · outbound

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

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis SeedVR: Seeding Infinity in Diffusion Transformer Towards Generic Video Restoration

Reference 31

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This paper cites Exploiting diffusion prior for real-world image super-resolution.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Exploiting diffusion prior for real-world image super-resolution

Reference 32

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Observation 3052eb01-8f55-4eee-ba50-3a6b128a27bf · outbound

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

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Exploring video quality assessment on user gener- ated contents from aesthetic and technical perspectives

Reference 33

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Observation 5d7fe0ee-fa4d-42e5-8221-851c1b857b07 · outbound

This paper cites Seesr: Towards semantics- aware real-world image super-resolution.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Seesr: Towards semantics- aware real-world image super-resolution

Reference 34

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Observation 6ed8d188-f308-4a84-9bac-4460ecc9bb1a · outbound

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

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers

Reference 35

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This paper cites STAR: Spatial-Temporal Augmentation with Text-to-Video Models for Real-World Video Super-Resolution.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis STAR: Spatial-Temporal Augmentation with Text-to-Video Models for Real-World Video Super-Resolution

Reference 36

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Observation a8c9398d-8f37-4125-96f9-df8d7648c39e · outbound

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

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

Reference 37

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Observation bcdb269e-a2b3-4685-9754-937bf1586de6 · outbound

This paper cites Scaling up to excellence: Practicing model scaling for photo- realistic image restoration in the wild.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Scaling up to excellence: Practicing model scaling for photo- realistic image restoration in the wild

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:52:25.902874Z

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Observation 445deef2-5bdb-4e68-a445-8ace75c8d906 · outbound

This paper cites Sageattention2: Efficient attention with thorough outlier smoothing and per-thread int4 quanti- zation, 2024.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Sageattention2: Efficient attention with thorough outlier smoothing and per-thread int4 quanti- zation, 2024

Reference 39

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Source-reported events for the cited work

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Observation 17ab6008-7f4c-4f0c-8d09-74f6b5b6081f · outbound

This paper cites HiDiffusion: Unlocking Higher-Resolution Creativity and Efficiency in Pretrained Diffusion Models.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis HiDiffusion: Unlocking Higher-Resolution Creativity and Efficiency in Pretrained Diffusion Models

Reference 40

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Observation 64cc803b-595e-4997-84fb-36a7b8e78e40 · outbound

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

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Open-Sora: Democratizing Efficient Video Production for All

Reference 41

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Observation 35246f51-e103-4651-86f5-287086d10bbd · outbound

This paper cites Upscale-a-video: Temporal- consistent diffusion model for real-world video super- resolution.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Upscale-a-video: Temporal- consistent diffusion model for real-world video super- resolution

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:52:25.888133Z

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Observation 1504b808-2145-4624-8f8b-085f8bacdb75 · outbound

This paper cites Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiT.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiT

Reference 43

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This paper cites This supplementary document provides addi- tional implementation details in Sec.

Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis This supplementary document provides addi- tional implementation details in Sec

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:52:25.872752Z

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Pith citing papers

Observation 7be738f9-1eb0-4ae8-b293-2838ccf047ea · inbound

Stable Score Distillation cites this paper.

Stable Score Distillation Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis

Reference 37

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Cross-Subject Mind Decoding from Inaccurate Representations cites this paper.

Cross-Subject Mind Decoding from Inaccurate Representations Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis

Reference 38

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CineScale: Free Lunch in High-Resolution Cinematic Visual Generation cites this paper.

CineScale: Free Lunch in High-Resolution Cinematic Visual Generation Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis

Reference 58

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

SURF: Signature-Retained Fast Video Generation cites this paper.

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

Reference 27

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Source-reported events for the cited work

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