Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-21T18:11:39.642701Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-21T18:11:39.642701Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 893e5fce-503c-4ec4-8973-c508b8e54a08 · outbound
SURF: Signature-Retained Fast Video Generation VideoPhy: Evaluating Physical Commonsense for Video Generation
Reference 1
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.
Observation fffe2cc1-da2a-49f5-828b-b4e1dd0bde57 · outbound
SURF: Signature-Retained Fast Video Generation MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generation
Reference 2
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.
Observation af2a9d6b-3024-4aeb-8a8f-081b67372c02 · outbound
SURF: Signature-Retained Fast Video Generation Efficientvit: Lightweight multi-scale attention for high-resolution dense prediction
Reference 3
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.
Observation d245bbaa-1e3b-49de-a5db-7bd6b3551c5a · outbound
SURF: Signature-Retained Fast Video Generation Emerging properties in self-supervised vision transformers
Reference 4
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.
Observation 68bd0e14-cad3-4529-935b-429b68459ca0 · outbound
SURF: Signature-Retained Fast Video Generation PixArt-\Sigma: Weak-to-Strong Training of Diffusion Transformer for 4K Text-to-Image Generation
Reference 5
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.
Observation 86f1c0c0-04bb-4e96-abc7-e3e693c9a11e · outbound
SURF: Signature-Retained Fast Video Generation PixelFlow: Pixel-Space Generative Models with Flow
Reference 6
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.
Observation 6dd89aeb-f680-4ae4-8b80-f627be39488a · outbound
SURF: Signature-Retained Fast Video Generation Resadapter: Domain consistent resolution adapter for diffusion models
Reference 7
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.
Observation 839a28cc-1afd-4182-9264-df378528d5e0 · outbound
SURF: Signature-Retained Fast Video Generation Rethinking Attention with Performers
Reference 8
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.
Observation 3f58aaa0-ad9c-40bf-9173-0af2bcf76772 · outbound
SURF: Signature-Retained Fast Video Generation Fu, Stefano Ermon, Atri Rudra, and Christopher R ´e
Reference 9
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.
Observation 1cd29495-3fdc-4fb0-b51f-6c0b3c14d5f8 · outbound
SURF: Signature-Retained Fast Video Generation Efficient-vDiT: Efficient Video Diffusion Transformers With Attention Tile
Reference 10
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.
Observation d7bbff3e-2ed1-42fb-aec3-a92be0e2e9d6 · outbound
SURF: Signature-Retained Fast Video Generation DOLLAR: Few-Step Video Generation via Distillation and Latent Reward Optimization
Reference 11
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.
Observation 4a56da0b-af61-4a55-88d8-e0c884864032 · outbound
SURF: Signature-Retained Fast Video Generation Demofusion: Democratising high-resolution image generation with no $$$
Reference 12
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.
Observation e1f79c7b-9d93-41ba-b4d1-489c4765c7c2 · outbound
SURF: Signature-Retained Fast Video Generation Scaling rectified flow transformers for high- resolution image synthesis
Reference 13
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.
Observation f2c2db09-3da8-491d-94c7-3aa48f0199fd · outbound
SURF: Signature-Retained Fast Video Generation Scalecrafter: Tuning-free higher-resolution visual generation with diffusion models
Reference 14
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.
Observation 3b31aef2-71bf-4a8f-bdb9-b70165bdc1cc · outbound
SURF: Signature-Retained Fast Video Generation FouriScale: A Frequency Perspective on Training-Free High-Resolution Image Synthesis
Reference 15
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.
Observation d6ef61d9-2806-4ba3-8de9-800c0b30ac44 · outbound
SURF: Signature-Retained Fast Video Generation Vbench: Comprehensive benchmark suite for video generative models
Reference 16
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.
Observation 0b385ed2-ee3f-4609-ba7f-4352be0d47ef · outbound
SURF: Signature-Retained Fast Video Generation Transformers are rnns: Fast autoregressive transformers with linear attention
Reference 17
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.
Observation 4fece48d-b048-4546-84cf-4b06dac137a1 · outbound
SURF: Signature-Retained Fast Video Generation HunyuanVideo: A Systematic Framework For Large Video Generative Models
Reference 18
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.
Observation 5b170b5c-455b-4c56-b322-fff1f7dc24df · outbound
SURF: Signature-Retained Fast Video Generation Kling ai.https://klingai.com/
Reference 19
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.
Observation 11765f1f-69d4-48bd-94a7-9d4aa8236510 · outbound
SURF: Signature-Retained Fast Video Generation Syncdiffusion: Coherent montage via synchronized joint diffusions
Reference 20
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.
Observation 8e720677-3b18-4f6c-a6b3-3ab15e9a7411 · outbound
SURF: Signature-Retained Fast Video Generation HiPrompt: Tuning-free Higher-Resolution Generation with Hierarchical MLLM Prompts
Reference 21
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.
Observation cd5caf65-b1a6-4c22-9b7d-fe34b5b2f19f · outbound
SURF: Signature-Retained Fast Video Generation Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference
Reference 22
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.
Observation a4a535c1-128d-4b1e-ae38-6f144565982e · outbound
SURF: Signature-Retained Fast Video Generation Towards World Simulator: Crafting Physical Commonsense-Based Benchmark for Video Generation
Reference 23
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.
Observation c76c887d-5602-4e04-9f1b-804f6ffe88fb · outbound
SURF: Signature-Retained Fast Video Generation Learning transferable visual models from natural language supervision
Reference 24
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.
Observation 3eee8595-695f-47fe-be4b-dc24a1ce4f26 · outbound
SURF: Signature-Retained Fast Video Generation UltraPixel: Advancing Ultra-High-Resolution Image Synthesis to New Peaks
Reference 26
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.
Observation 8ac90f75-9251-4c56-b33c-46dec4595a7e · outbound
SURF: Signature-Retained Fast Video Generation Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis
Reference 27
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.
Observation 34e58422-0184-4730-9138-9de4fb45b490 · outbound
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
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.
Observation 4c5490b2-d5a9-4b0b-908f-7bd97d5724cf · outbound
SURF: Signature-Retained Fast Video Generation ResMaster: Mastering High-Resolution Image Generation via Structural and Fine-Grained Guidance
Reference 29
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.
Observation 44b8e117-6177-4f17-848c-60404b872900 · outbound
SURF: Signature-Retained Fast Video Generation Scale-wise distillation of diffusion models
Reference 30
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.
Observation 6c401b39-90ed-482c-a56f-75c7ba90a9bb · outbound
SURF: Signature-Retained Fast Video Generation Roformer: Enhanced transformer with rotary position embedding.Neuro- computing, 568:127063
Reference 31
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.
Observation 6fb02373-4337-4256-96f4-85850931f1e9 · outbound
SURF: Signature-Retained Fast Video Generation Fastvideo: A unified frame- work for accelerated video generation, April 2024
Reference 32
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.
Observation 26dfaf96-99e6-46af-b129-63c0556e90da · outbound
SURF: Signature-Retained Fast Video Generation Training-free Diffusion Acceleration with Bottleneck Sampling
Reference 33
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.
Observation feb945a2-2c02-4cac-a45b-34ac1ca6fbd6 · outbound
SURF: Signature-Retained Fast Video Generation Wan: Open and Advanced Large-Scale Video Generative Models
Reference 34
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.
Observation cd963546-6a6e-4856-89fc-508233097579 · outbound
SURF: Signature-Retained Fast Video Generation SeedVR: Seeding Infinity in Diffusion Transformer Towards Generic Video Restoration
Reference 35
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.
Observation ac846981-9de7-4ee4-a787-2d856637e683 · outbound
SURF: Signature-Retained Fast Video Generation Linformer: Self-Attention with Linear Complexity
Reference 36
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.
Observation dc465335-de1f-4109-93c3-5f132ff3dbe0 · outbound
SURF: Signature-Retained Fast Video Generation Real-esrgan: Training real-world blind super- resolution with pure synthetic data
Reference 37
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.
Observation 6f24975b-184f-4619-9269-a0963c6d9380 · outbound
SURF: Signature-Retained Fast Video Generation Exploring video quality assessment on user generated contents from aesthetic and technical perspectives
Reference 38
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.
Observation 0e6c0224-9558-48ca-bf5d-0bd1bc36ccfb · outbound
SURF: Signature-Retained Fast Video Generation Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
Reference 39
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.
Observation 67419f92-ab97-404b-8a1a-a826759c1f0d · outbound
SURF: Signature-Retained Fast Video Generation Training-free and Adaptive Sparse Attention for Efficient Long Video Generation
Reference 40
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.
Observation 3b5e09b3-e632-4313-8533-7e405e77c694 · outbound
SURF: Signature-Retained Fast Video Generation SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers
Reference 41
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.
Observation ef0157d1-3b00-4a16-8877-2d00dcfbd723 · outbound
SURF: Signature-Retained Fast Video Generation Sparse VideoGen2: Accelerate Video Generation with Sparse Attention via Semantic-Aware Permutation
Reference 42
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.
Observation fc622393-e029-457e-bdfb-e8fa4ea1412b · outbound
SURF: Signature-Retained Fast Video Generation CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer
Reference 43
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.
Observation aed4e9bd-11ca-4968-addc-931d792a6e49 · outbound
SURF: Signature-Retained Fast Video Generation Metaformer is actually what you need for vision
Reference 44
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.
Observation 4c5acb9e-3ec9-447e-b0f9-eb930e4e8ab7 · outbound
SURF: Signature-Retained Fast Video Generation AccVideo: Accelerating Video Diffusion Model with Synthetic Dataset
Reference 45
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.
Observation dc54942e-a57a-4fed-a0ae-431fce4c103a · outbound
SURF: Signature-Retained Fast Video Generation Spargeattn: Accurate sparse attention accelerating any model inference
Reference 46
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.
Observation 410545fa-cd86-4ed5-ba23-2a5887d4943b · outbound
SURF: Signature-Retained Fast Video Generation Fast Video Generation with Sliding Tile Attention
Reference 47
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.
Observation a9d4c71a-b750-4465-a75e-b80fe2ea8481 · outbound
SURF: Signature-Retained Fast Video Generation Hidiffusion: Un- locking higher-resolution creativity and efficiency in pretrained diffusion models
Reference 48
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.
Observation f5ad65ad-09dc-4620-b961-2eab599ea205 · outbound
SURF: Signature-Retained Fast Video Generation Flashvideo: Flowing fidelity to detail for efficient high-resolution video generation
Reference 49
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.
Observation 73bc8783-7c40-4be2-a9af-ad72399164f1 · outbound
SURF: Signature-Retained Fast Video Generation Training-free efficient video gener- ation via dynamic token carving
Reference 50
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.
No inbound Pith citation observations are available.