Paper Citation Record · LEDGER

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency

As of 20 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2506.21452.

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

pith.paper-citation-record.v1
2506.21452 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:31:37.337125Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:40:54.603302Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T14:40:54.828098Z

Reference resolution

28 of 28 outbound references displayed

verified exact0
verified fuzzy10
unresolved18
parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9ff864a9-6149-4f03-b968-f04a03b72146 · outbound

This paper cites High-resolution image synthesis with latent diffusion models, 2021.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency High-resolution image synthesis with latent diffusion models, 2021

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:19.798465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77a21aa0-d204-475d-8671-35b17d92d57e · outbound

This paper cites Scaling rectified flow transformers for high-resolution image synthesis, 2024.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Scaling rectified flow transformers for high-resolution image synthesis, 2024

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:34.787677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4631d851-0989-4cb2-a84e-90d3ccc7d768 · outbound

This paper cites Open-sora: Democratizing efficient video production for all, March 2024.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Open-sora: Democratizing efficient video production for all, March 2024

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:31:39.690412Z

Source-reported events for the cited work

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Observation 9777d022-3576-4444-b67a-009bbbb6d26c · outbound

This paper cites Diffusion models beat gans on image synthesis, 2021.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Diffusion models beat gans on image synthesis, 2021

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:35.077564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9807954-e2d7-45e2-83cc-9e561664701a · outbound

This paper cites Classifier-free diffusion guidance, 2022.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Classifier-free diffusion guidance, 2022

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:35.159221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6879cdb1-aaa0-4dcd-b002-90ce599ec08a · outbound

This paper cites an unresolved cited work.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:31:39.519545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6b4a88c1-b817-4936-b74a-d6765b89bd87 · outbound

This paper cites Guiding a diffusion model with a bad version of itself, 2024.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Guiding a diffusion model with a bad version of itself, 2024

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:31:39.364842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e060fb81-f2db-4fe9-8d42-05346a1a2c78 · outbound

This paper cites Self-rectifying diffusion sampling with perturbed-attention guidance, 2024.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Self-rectifying diffusion sampling with perturbed-attention guidance, 2024

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:31:39.221611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 68ba146f-da2b-4b90-bb11-f7454edec484 · outbound

This paper cites Cfg++: Manifold-constrained classifier free guidance for diffusion models, 2024.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Cfg++: Manifold-constrained classifier free guidance for diffusion models, 2024

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:35.681086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94ef7b88-e231-41da-8e83-d61834e94491 · outbound

This paper cites Enhancing motion in text-to-video generation with decomposed encoding and conditioning, 2024.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Enhancing motion in text-to-video generation with decomposed encoding and conditioning, 2024

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:31:39.122587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 87d90ad4-b2e2-40e1-8958-c2c1985deaac · outbound

This paper cites Tencent hunyuan3d-1.0: A unified framework for text-to-3d and image-to-3d generation, 2024.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Tencent hunyuan3d-1.0: A unified framework for text-to-3d and image-to-3d generation, 2024

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:31:38.999169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 402a16b3-e67e-42fd-8f95-3c1c05d7ff83 · outbound

This paper cites an unresolved cited work.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:31:38.795988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a34cccdb-7887-4c77-a1c4-555c66b81ba1 · outbound

This paper cites an unresolved cited work.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:31:38.510618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a625cc54-c38f-4e3f-9837-deb01a810b7b · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilibrium, 2018.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Gans trained by a two time-scale update rule converge to a local nash equilibrium, 2018

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:36.097422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fc95a67-afd7-4348-ba38-f68eb08a9ca0 · outbound

This paper cites Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:36.145492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d57b7838-5375-4f6d-8dab-2caf8a6d09c3 · outbound

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

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Score- based generative modeling through stochastic differential equations

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:36.251201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aefc6d75-c172-4eac-9e7c-9aaa74010d69 · outbound

This paper cites Denoising diffusion implicit models, 2022.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Denoising diffusion implicit models, 2022

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:36.342304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32148bab-fffb-48f2-ba41-66569da3934b · outbound

This paper cites Hipa: Enabling one-step text-to-image diffusion models via high-frequency- promoting adaptation, 2023.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Hipa: Enabling one-step text-to-image diffusion models via high-frequency- promoting adaptation, 2023

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:31:38.259387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 63398c64-6c56-4631-93f6-12222f65c2e5 · outbound

This paper cites Albergo, Nicholas M.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Albergo, Nicholas M

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:31:37.973067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c6c77343-24a0-48e9-ab10-40476d737f9b · outbound

This paper cites Sdxl: Improving latent diffusion models for high-resolution image synthesis, 2023.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Sdxl: Improving latent diffusion models for high-resolution image synthesis, 2023

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:36.629930Z

Source-reported events for the cited work

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Observation 12726de4-6fc5-41aa-af5c-5b21df393d5b · outbound

This paper cites Berg, and Li Fei-Fei.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Berg, and Li Fei-Fei

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:36.737978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f21fccd-a291-4063-980f-927cbb9b04c8 · outbound

This paper cites Improved precision and recall metric for assessing generative models, 2019.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Improved precision and recall metric for assessing generative models, 2019

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:31:37.799119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 62dbe56b-e22a-4af2-b017-7ff2ff3f198f · outbound

This paper cites Lawrence Zitnick, and Piotr Dollár.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Lawrence Zitnick, and Piotr Dollár

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:36.926311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3072fe0f-dc83-42eb-882e-b211e0b7b6c0 · outbound

This paper cites Sutherland, Michael Arbel, and Arthur Gretton.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Sutherland, Michael Arbel, and Arthur Gretton

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:31:37.666780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bd181306-9037-4ca4-b15a-a6b468ab29af · outbound

This paper cites Learning transferable visual models from natural language supervision, 2021.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Learning transferable visual models from natural language supervision, 2021

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:37.056877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58fb64e2-82d4-4ed7-ba94-f1a36365a169 · outbound

This paper cites Denoising diffusion probabilistic models, 2020.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Denoising diffusion probabilistic models, 2020

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:37.179502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d55c529-0981-4e4b-aca9-574c82f24575 · outbound

This paper cites Dpm-solver: A fast ode solver for diffusion probabilistic model sampling in around 10 steps, 2022.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Dpm-solver: A fast ode solver for diffusion probabilistic model sampling in around 10 steps, 2022

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:31:37.542932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ec34368e-e57a-441a-9172-2f8145f6db16 · outbound

This paper cites Analyzing and Improving the Training Dynamics of Diffusion Models.

Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency Analyzing and Improving the Training Dynamics of Diffusion Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:37.337125Z

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Unavailable: canonical work link unavailable.

Pith citing papers

Observation dda84875-9978-4e5e-98bb-9131e701bd46 · inbound

First-Place Solution to NeurIPS 2024 Invisible Watermark Removal Challenge cites this paper.

First-Place Solution to NeurIPS 2024 Invisible Watermark Removal Challenge Rethinking Oversaturation in Classifier-Free Guidance via Low Frequency

Reference 52

Resolution: verified exact; local_arxiv, observed 2026-08-05T14:40:54.833804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.