Paper Citation Record · LEDGER

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation

As of 10 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2506.16119.

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

pith.paper-citation-record.v1
2506.16119 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:49:57.535396Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T04:13:18.570081Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T17:05:51.054099Z

Reference resolution

42 of 42 outbound references displayed

verified exact2
verified fuzzy14
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a34d4aac-7f57-4650-ace5-9716684ff403 · outbound

This paper cites A Noise is Worth Diffusion Guidance.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation A Noise is Worth Diffusion Guidance

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:53.244659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb105ac8-fac1-48b8-b5f5-c6326ce1dfb7 · outbound

This paper cites Frozen in time: A joint video and image encoder for end-to-end retrieval.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Frozen in time: A joint video and image encoder for end-to-end retrieval

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:53.313544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6c3ec74-a015-42f8-9241-a2e75cc0d662 · outbound

This paper cites Vidu: a Highly Consistent, Dynamic and Skilled Text-to-Video Generator with Diffusion Models.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Vidu: a Highly Consistent, Dynamic and Skilled Text-to-Video Generator with Diffusion Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:53.402851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31c46ab7-a2af-4544-8122-2f1125a562af · outbound

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

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:53.469289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78cc1ab4-4035-482e-a410-322141d4d12a · outbound

This paper cites Attend-and-excite: Attention-based semantic guidance for text-to-image diffusion models.ACM transactions on Graphics (TOG), 42(4):1–10, 2023.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Attend-and-excite: Attention-based semantic guidance for text-to-image diffusion models.ACM transactions on Graphics (TOG), 42(4):1–10, 2023

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:53.562565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29414514-d100-4412-b662-a29605d36342 · outbound

This paper cites Videocrafter2: Overcoming data limitations for high-quality video diffusion models.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Videocrafter2: Overcoming data limitations for high-quality video diffusion models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:53.629334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b488557-280d-4e56-ba3f-3875c3f91bc3 · outbound

This paper cites Preserve your own correlation: A noise prior for video diffusion models.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Preserve your own correlation: A noise prior for video diffusion models

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:01.074501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ce9715c3-0107-4f1b-a735-3f4c4b389046 · outbound

This paper cites Factorizing text-to-video generation by explicit image conditioning.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Factorizing text-to-video generation by explicit image conditioning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:53.805072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0621ffaa-19cd-45e1-8177-721cf0d0ad3d · outbound

This paper cites Reuse and Diffuse: Iterative Denoising for Text-to-Video Generation.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Reuse and Diffuse: Iterative Denoising for Text-to-Video Generation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:53.894676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65886361-74b1-4c56-8cb7-893bbe273eef · outbound

This paper cites I4VGen: Image as Free Stepping Stone for Text-to-Video Generation.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation I4VGen: Image as Free Stepping Stone for Text-to-Video Generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:53.980357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cfb0793-fc71-4e34-80cd-5e1700e5b4ae · outbound

This paper cites Initno: Boosting text-to-image diffusion models via initial noise optimization.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Initno: Boosting text-to-image diffusion models via initial noise optimization

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:54.053043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c92772f-ea80-4da5-9f1f-7df5927ed089 · outbound

This paper cites AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:54.124164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c53a8221-b6de-44a2-bcd7-cb9c4a628ef6 · outbound

This paper cites Kingma, Ben Poole, Mohammad Norouzi, David J.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Kingma, Ben Poole, Mohammad Norouzi, David J

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:54.237821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb662e59-2bda-476d-92e3-8c74afa7a197 · outbound

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

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:54.320583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d45d331-12fd-4ac6-a5eb-7e16504e113e · outbound

This paper cites Hunyuanvideo: A systematic framework for large video generative models, 2025.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Hunyuanvideo: A systematic framework for large video generative models, 2025

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:00.941304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 83fb48dd-eb6e-4b34-870c-797d5b720a6e · outbound

This paper cites Training-free Guidance in Text-to-Video Generation via Multimodal Planning and Structured Noise Initialization.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Training-free Guidance in Text-to-Video Generation via Multimodal Planning and Structured Noise Initialization

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:54.533224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fdd355c-72dc-4b4b-b113-f0e524470fc8 · outbound

This paper cites Uniformer: Unified transformer for efficient spatiotemporal representation learning, 2022.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Uniformer: Unified transformer for efficient spatiotemporal representation learning, 2022

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:00.864412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d1587bd7-11cf-42c0-898d-a5b2322bd77f · outbound

This paper cites All seeds are not equal: Enhancing compositional text-to-image generation with reliable random seeds, 2025.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation All seeds are not equal: Enhancing compositional text-to-image generation with reliable random seeds, 2025

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:00.621424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation eec1184e-4ae9-4e96-a288-b699537949bc · outbound

This paper cites Tuning-Free Noise Rectification for High Fidelity Image-to-Video Generation.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Tuning-Free Noise Rectification for High Fidelity Image-to-Video Generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:54.836834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3005abc-3d4e-4cb4-babc-c2cdb6eb6eee · outbound

This paper cites FreeLong: Training-Free Long Video Generation with SpectralBlend Temporal Attention.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation FreeLong: Training-Free Long Video Generation with SpectralBlend Temporal Attention

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:54.958599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 077e67df-9275-485d-8091-d6228cf03924 · outbound

This paper cites Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:55.062864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fc40e7c-2f57-4aec-9fb0-7e81091ee6a5 · outbound

This paper cites Sdedit: Guided image synthesis and editing with stochastic differential equations, 2022.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Sdedit: Guided image synthesis and editing with stochastic differential equations, 2022

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:55.140582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fc57036-1531-4e40-aed8-5a856dad101a · outbound

This paper cites Freenoise: Tuning-free longer video diffusion via noise rescheduling, 2023.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Freenoise: Tuning-free longer video diffusion via noise rescheduling, 2023

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:00.515750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b5ea5c53-6e0c-4dab-a5a4-623df694599d · outbound

This paper cites IV-Mixed Sampler: Leveraging Image Diffusion Models for Enhanced Video Synthesis.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation IV-Mixed Sampler: Leveraging Image Diffusion Models for Enhanced Video Synthesis

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:49:58.084473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1c6340a5-691e-4ba5-8ebb-fd9fd1df431e · outbound

This paper cites Make-a-video: Text-to-video generation without text-video data, 2022.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Make-a-video: Text-to-video generation without text-video data, 2022

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:00.220885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cb65b5ee-2537-4c7c-8ff5-0a77127c6711 · outbound

This paper cites Scaling llm test-time compute optimally can be more effective than scaling model parameters, 2024.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Scaling llm test-time compute optimally can be more effective than scaling model parameters, 2024

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:55.554719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e9a0c98-db0e-47c9-9508-f02496115424 · outbound

This paper cites End-to-end diffusion latent optimization improves classifier guidance.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation End-to-end diffusion latent optimization improves classifier guidance

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:55.640524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b9311d5-dc17-48a9-a7c0-08b0b14c1eee · outbound

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

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Wan: Open and Advanced Large-Scale Video Generative Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:55.790454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ab687fb-478b-41d7-b7e2-6d3affccdb88 · outbound

This paper cites Modelscope text-to-video technical report, 2023.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Modelscope text-to-video technical report, 2023

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:59.986425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ef908e50-f7e0-484a-8c3f-86474e520615 · outbound

This paper cites The Silent Assistant: NoiseQuery as Implicit Guidance for Goal-Driven Image Generation.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation The Silent Assistant: NoiseQuery as Implicit Guidance for Goal-Driven Image Generation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:55.996195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e91a4b0-2bb5-4231-b848-c0ff9ff419eb · outbound

This paper cites CoNo: Consistency Noise Injection for Tuning-free Long Video Diffusion.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation CoNo: Consistency Noise Injection for Tuning-free Long Video Diffusion

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:49:57.822728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a20582f8-a34f-49b0-977d-ca17d0146926 · outbound

This paper cites Freeinit: Bridging initialization gap in video diffusion models.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Freeinit: Bridging initialization gap in video diffusion models

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:59.773468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 106dee4f-43ac-4cab-ac54-a2ba5863b465 · outbound

This paper cites Msr-vtt: A large video description dataset for bridging video and language.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Msr-vtt: A large video description dataset for bridging video and language

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:56.346355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a76d926-4f12-4089-ba2d-effefb0eb159 · outbound

This paper cites Good seed makes a good crop: Discovering secret seeds in text-to-image diffusion models, 2025.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Good seed makes a good crop: Discovering secret seeds in text-to-image diffusion models, 2025

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:59.562680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 73a9e6c5-0ace-4929-9e68-898b56e95d6c · outbound

This paper cites Noise calibration: Plug-and-play content-preserving video enhancement using pre-trained video diffusion models.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Noise calibration: Plug-and-play content-preserving video enhancement using pre-trained video diffusion models

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:59.291490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c2899ba0-2d90-4977-b540-cb5f7afa730c · outbound

This paper cites Cogvideox: Text-to-video diffusion models with an expert transformer, 2025.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Cogvideox: Text-to-video diffusion models with an expert transformer, 2025

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:59.003487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 320b184c-c187-467f-bc5e-2828d1287253 · outbound

This paper cites Chronomagic-bench: A benchmark for metamorphic evaluation of text-to-time-lapse video generation, 2024.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Chronomagic-bench: A benchmark for metamorphic evaluation of text-to-time-lapse video generation, 2024

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:58.688011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2eda3fcb-60a8-4e65-9b19-27de78ea0204 · outbound

This paper cites RIFLEx: A Free Lunch for Length Extrapolation in Video Diffusion Transformers.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation RIFLEx: A Free Lunch for Length Extrapolation in Video Diffusion Transformers

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:56.913424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b60286d-9adf-45ee-96c2-0f64a632da60 · outbound

This paper cites Vbench-2.0: Advancing video generation benchmark suite for intrinsic faithfulness, 2025.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Vbench-2.0: Advancing video generation benchmark suite for intrinsic faithfulness, 2025

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:58.582880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 247eb103-fdfc-4e42-ae05-acd55711d78f · outbound

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

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Open-Sora: Democratizing Efficient Video Production for All

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:57.182687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d319efbb-4f36-4d87-8deb-71297a111cff · outbound

This paper cites Magicvideo: Efficient video generation with latent diffusion models, 2023.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Magicvideo: Efficient video generation with latent diffusion models, 2023

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:58.410581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dcfd47d6-ffb3-4a10-a234-f68e170161d6 · outbound

This paper cites Golden Noise for Diffusion Models: A Learning Framework.

FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Golden Noise for Diffusion Models: A Learning Framework

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:57.535396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 14134386-af52-42b3-9221-3b21a4f21a43 · inbound

Exposure Bias Can Alleviate Itself via Directional and Frequency Rectification in Flow Matching cites this paper.

Exposure Bias Can Alleviate Itself via Directional and Frequency Rectification in Flow Matching FastInit: Fast Noise Initialization for Temporally Consistent Video Generation

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-01T17:05:51.055478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.