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Paper Citation Record · LEDGER

CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 23 inbound Pith citation observations for arXiv:2503.18886.

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

pith.paper-citation-record.v1
2503.18886 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 23 of 23 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 23 of 23 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:37:50.067368Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f979415a-bb07-4956-93d4-b4d7156e149c · inbound

Towards Flow-Matching-based TTS without Classifier-Free Guidance cites this paper.

Towards Flow-Matching-based TTS without Classifier-Free Guidance CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 32

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no resolver link, observed 2026-08-16T05:37:50.067368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:37:50.067368Z digest=sha256:5ca61f651fa7a98f37ebf783c8ff88d8e9895d26e67d9a26d2516365e090fd8e

Observation c5405d2a-f900-4b8a-8da6-6872183d72d4 · inbound

Normalized Attention Guidance: Universal Negative Guidance for Diffusion Models cites this paper.

Normalized Attention Guidance: Universal Negative Guidance for Diffusion Models CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 57

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no resolver link, observed 2026-08-07T13:42:38.317537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:42:38.317537Z digest=sha256:06ae3fa55505c5b8d040d8ad81f47330a911f2a9cbab06a5d5b9b9c182623140

Observation 8575a2c6-fc01-49ce-b6a8-64bd81386868 · inbound

Inference-Time Alignment Control for Diffusion Models with Reinforcement Learning Guidance cites this paper.

Inference-Time Alignment Control for Diffusion Models with Reinforcement Learning Guidance CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 16

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no resolver link, observed 2026-08-05T14:42:22.219088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T14:42:22.219088Z digest=sha256:b95ada2114f5f776a1a0e919ebb7dfa132d37ce8a583a199e9d6a4604e1e82c4

Observation 992acc49-5a1e-412d-86bd-554aa35a69ab · inbound

MeanFlow-Accelerated Multimodal Video-to-Audio Synthesis via One-Step Generation cites this paper.

MeanFlow-Accelerated Multimodal Video-to-Audio Synthesis via One-Step Generation CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 20

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unresolved
no resolver link, observed 2026-08-04T23:46:32.518893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:46:32.518893Z digest=sha256:3a3285cdf60740d7872b7062481fc52724ef6ad08471f69df1546c2569746be9

Observation 80b4118d-58aa-4ac0-948d-6ad277d746f4 · inbound

FlowerDance: MeanFlow for Efficient and Refined 3D Dance Generation cites this paper.

FlowerDance: MeanFlow for Efficient and Refined 3D Dance Generation CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 7

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unresolved
no resolver link, observed 2026-08-03T20:15:14.094335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T20:15:14.094335Z digest=sha256:bc5488fbf8705b795aa4c02caf6b87b68e9c137a89fce8fd3c014dd1ca8c3d34

Observation 025ab7c5-56fb-4ac6-9f0d-9760975945e4 · inbound

Self-Refining Video Sampling cites this paper.

Self-Refining Video Sampling CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 4

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verified exact
arxiv_id, observed 2026-05-21T14:40:14.471792Z

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.

source=pdf_text observed=2026-05-21T14:37:57.167882Z digest=sha256:aa215a216616152497cb06c761f3c6252d9ff7072423333d89ce6f807612ee11

Observation 378cf7ea-e692-42b2-8336-0cac1f486f5d · inbound

Reflective Flow Sampling Enhancement cites this paper.

Reflective Flow Sampling Enhancement CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 17

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arxiv_id, observed 2026-05-15T15:31:11.123490Z

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.

source=pdf_text observed=2026-05-15T15:30:45.053146Z digest=sha256:8dbc587f3f59cb0bfb3412f510dc0370bdd921b575c0ba69f0a7b9bbdd622f43

Observation 7aa4fdf5-7698-4b95-8c2e-a4bf1cf907e2 · inbound

Exploring Motion-Language Alignment for Text-driven Motion Generation cites this paper.

Exploring Motion-Language Alignment for Text-driven Motion Generation CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 13

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verified exact
arxiv_id, observed 2026-05-13T20:53:15.656815Z

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.

source=pdf_text observed=2026-05-13T20:52:17.036285Z digest=sha256:47bce642ed45a914cd21cbb226b12228428223f2514ae35e41673da736be5648

Observation 68347810-8ba7-4b1d-b59b-291e5bbf5326 · inbound

GenMed: A Pairwise Generative Reformulation of Medical Diagnostic Tasks cites this paper.

GenMed: A Pairwise Generative Reformulation of Medical Diagnostic Tasks CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 55

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arxiv_id, observed 2026-05-12T05:36:26.543707Z

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.

source=pdf_text observed=2026-05-12T05:06:57.865194Z digest=sha256:f31ec2182eef6b888161fde1220375bb2e57bdd5a26c085f18a636a5e1aacc3f

Observation 1ac0e0de-4691-4a81-9c99-abbaa07062f5 · inbound

VAGS: Velocity Adaptive Guidance Scale for Image Editing and Generation cites this paper.

VAGS: Velocity Adaptive Guidance Scale for Image Editing and Generation CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 28

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metadata mismatch
arxiv_id, observed 2026-05-20T18:33:53.042185Z

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.

source=pdf_text observed=2026-05-20T18:33:47.573164Z digest=sha256:4b12922e46c35a5ce3265d5c43bc1766213a585d0ab030223ee6616428db972a

Observation 3a7c3c57-9472-4e52-93b5-d2678315aed8 · inbound

AssetGen: Deployable 3D Asset Generation at Interactive Speed cites this paper.

AssetGen: Deployable 3D Asset Generation at Interactive Speed CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 4

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verified exact
arxiv_id, observed 2026-06-30T15:14:47.386901Z

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.

source=pdf_text observed=2026-06-30T15:07:05.224856Z digest=sha256:5587fd14549fdbc417604345b189be4744637463d3dcb15cb321fc49a6630d0a

Observation a210480f-8af7-484d-b2c8-26543c983afc · inbound

VoxCPM2 Technical Report cites this paper.

VoxCPM2 Technical Report CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 11

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arxiv_id, observed 2026-07-02T19:47:19.739997Z

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.

source=pdf_text observed=2026-06-27T21:18:22.911332Z digest=sha256:9174e57907eb393274d8e8afe87fa0ad59aa725fc820892b13f6776d1c263fc1

Observation d1d189e1-1a93-47e3-86f5-7a283bb07e41 · inbound

SpecLoR: Spectral Lookahead Rectification for Motion-Coherent Text-to-Video Generation cites this paper.

SpecLoR: Spectral Lookahead Rectification for Motion-Coherent Text-to-Video Generation CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 43

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arxiv_id, observed 2026-07-03T10:27:56.774475Z

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.

source=pdf_text observed=2026-06-27T10:00:35.608696Z digest=sha256:b4df6dcd28cf09c3553c455e8e12ef4115c4f0c0aeb149004c45d5cce2803067

Observation e3950545-f773-45df-91b2-46a8807f8a3a · inbound

Text-to-Image Generative AI for Modeling and Simulation: Methods, Opportunities, and Applications cites this paper.

Text-to-Image Generative AI for Modeling and Simulation: Methods, Opportunities, and Applications CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 29

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metadata mismatch
arxiv_id, observed 2026-07-04T06:09:38.122698Z

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.

source=arxiv_source observed=2026-06-26T14:42:41.109524Z digest=sha256:7372302246213a17910ab37692cef495f542160c4120858f82233e6b35514e77

Observation af3babaa-8db2-49cb-bd4c-e2eb55761df9 · inbound

ModaFlow: Modality-Aware Flow Matching for High-Fidelity Virtual Try-On cites this paper.

ModaFlow: Modality-Aware Flow Matching for High-Fidelity Virtual Try-On CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 10

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metadata mismatch
arxiv_id, observed 2026-06-29T18:13:49.521281Z

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.

source=pdf_text observed=2026-06-29T05:10:28.833028Z digest=sha256:04265513397f1cf01de82bf9595f410ddbfd35508904e66e3c5a0340777892f7

Observation 384eb901-eaca-4cd1-ba5d-06f4e216836c · inbound

Probabilistic Inversion with Flow Matching cites this paper.

Probabilistic Inversion with Flow Matching CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T06:25:26.860841Z

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.

source=arxiv_source observed=2026-07-01T06:21:38.834426Z digest=sha256:416ce3cdedd234c06a9c66c8925d7822c0db9d661f3c1832760b7c347385ad85

Observation 520faffa-410a-4200-be70-2b20f68a318a · inbound

Awakening Diffusion Transformers: Eliciting Stronger Generation and Understanding via Massive Activation Modulation cites this paper.

Awakening Diffusion Transformers: Eliciting Stronger Generation and Understanding via Massive Activation Modulation CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 62

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unresolved
no resolver link, observed 2026-07-12T05:46:45.293902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:46:45.293902Z digest=sha256:3805c8dd7045dcd641a5618a39dc627ccc62d242d2cdae6831f34bb582654c7d

Observation 6692b45a-7910-4dd9-99ee-b72cdd869be1 · inbound

Guidance Breaks the Fitted Operator: A Terminal-Fitted Repair for Classifier-Free Guidance cites this paper.

Guidance Breaks the Fitted Operator: A Terminal-Fitted Repair for Classifier-Free Guidance CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 5

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verified exact
local_arxiv, observed 2026-07-09T03:35:54.482076Z

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.

source=pdf_text observed=2026-07-09T03:28:06.789748Z digest=sha256:27da9be6c6c113ff35469c9f8a514bda3b2a811b54bb6ea6652f693fedcfbbde

Observation fe9f6973-412c-4bb1-bca6-4cf4bd7bc6b7 · inbound

FreyaTTS: A Compact Tokenizer-Free Flow-Matching Transformer for Turkish-First Speech Synthesis cites this paper.

FreyaTTS: A Compact Tokenizer-Free Flow-Matching Transformer for Turkish-First Speech Synthesis CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 6

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unresolved
no resolver link, observed 2026-07-13T02:22:47.820537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T02:22:47.820537Z digest=sha256:e01d78c4725861c533cc781e0c06067757738136c7622c2aed704862e59ce0cc

Observation 122ce67a-0e3c-4473-b694-7544c8e517c5 · inbound

FreyaTTS: A Compact Tokenizer-Free Flow-Matching Transformer for Turkish-First Speech Synthesis cites this paper.

FreyaTTS: A Compact Tokenizer-Free Flow-Matching Transformer for Turkish-First Speech Synthesis CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 6

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unresolved
no resolver link, observed 2026-08-02T07:39:23.256204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:39:23.256204Z digest=sha256:737e344e28690761c3fd4914456d68b1e61812fbf0756995593efa860024c608

Observation 447f6731-991a-408c-a89e-b170f3171f47 · inbound

BridgeFlow: Fast and Robust SE(2)-Equivariant Motion Planning with Flow Matching cites this paper.

BridgeFlow: Fast and Robust SE(2)-Equivariant Motion Planning with Flow Matching CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 27

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no resolver link, observed 2026-08-02T01:19:54.396320Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T01:19:54.396320Z digest=sha256:90bbc6bc4a895d588d1acdaebcb2ffec48edb66928728b1148e38fb046a7995e

Observation 6ac9411f-fd3e-48c5-869d-abf014137077 · inbound

Signed Rectified Flow: Negativity-Controlled Generation cites this paper.

Signed Rectified Flow: Negativity-Controlled Generation CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 48

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no resolver link, observed 2026-08-01T15:17:01.597285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T15:17:01.597285Z digest=sha256:542d22d4e7d3ad215108a59db4c347d4574a76bcbfc7500b296df694e282a754

Observation 85e16bb4-a246-4f3d-a790-88edaeb79ff2 · inbound

CustomDance: Customized 3D Dance Generation with Coarse-to-Fine Human-Centered Interactive Control cites this paper.

CustomDance: Customized 3D Dance Generation with Coarse-to-Fine Human-Centered Interactive Control CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Reference 125

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no resolver link, observed 2026-08-10T21:56:38.527247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T21:56:38.527247Z digest=sha256:1ab15c4b45c7450422d15ce26345881306e5783e66491afe3b42c8115ed3cc4e