Paper Citation Record · LEDGER

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator

As of 19 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2508.21040.

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

pith.paper-citation-record.v1
2508.21040 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:41:44.035411Z

measured 52 of 52 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

52 of 52 outbound references displayed

verified exact1
verified fuzzy6
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3221df01-13d0-4d09-8ba1-42468fc8b570 · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.590709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cc624a3-93a7-482e-89d7-5d725a844577 · outbound

This paper cites Kleber, S.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Kleber, S

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.599132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90fc75f4-f613-4d04-a37a-2071359d51b7 · outbound

This paper cites Pratikakis, K.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Pratikakis, K

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.609480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0063b397-c587-45fa-a23f-6e9e7da4ac36 · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:41:45.976071Z

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.

Observation 8adcaeb3-c703-4b08-8938-76dab24f9153 · outbound

This paper cites Generating Sequences With Recurrent Neural Networks.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Generating Sequences With Recurrent Neural Networks

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.622930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d7a53b8-0827-43fd-9554-27ce8fa46ea3 · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.638523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2708a0b5-8ed1-48b3-910e-c80cf2489f69 · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.649544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8815d404-94dc-4dee-b4fd-42b6dacaa46b · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.657627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5562a63-9c3d-4420-ac67-2778606b2e95 · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.668568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2b83a8d-1943-438b-9444-850aeea5532f · outbound

This paper cites Aksan, F.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Aksan, F

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:41:45.936192Z

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.

Observation 8cda43ca-dffb-45e7-b804-fd81a6903abe · outbound

This paper cites Aksan, O.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Aksan, O

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:41:45.908976Z

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.

Observation 61a4819b-81f6-4178-8c7d-56820f3eef4d · outbound

This paper cites Kotani, S.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Kotani, S

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.688959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef7c9881-4079-4f85-b2bc-8f3fc8b0d6b2 · outbound

This paper cites Generative Adversarial Network for Handwritten Text.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Generative Adversarial Network for Handwritten Text

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.697580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14ef97a3-39d7-4148-bc44-db3eb4d6a757 · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.706391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b75d059-cca3-4583-9a3c-bbc5872949a5 · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.716089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60eee021-03c6-4867-826e-97cfbc98051a · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.723746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d41a74b-9be3-430b-9ee3-99415fbf0c75 · outbound

This paper cites Haines, O.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Haines, O

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.731461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95ec205b-293c-4b04-8439-135a4543177b · outbound

This paper cites Alonso, B.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Alonso, B

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:41:45.808260Z

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.

Observation 3e3f62d2-9a1d-4665-80fb-4b86e35daf6b · outbound

This paper cites Fogel, H.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Fogel, H

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:41:45.785942Z

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.

Observation 79190ae6-c50e-42e1-a0eb-49348ea6278f · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.753452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96be9bce-06e5-464d-a769-fa6c499e3177 · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.760954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3ddfacc-b0a6-4af1-b13f-7edeb7e7216f · outbound

This paper cites Mattick, M.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Mattick, M

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:41:45.725222Z

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.

Observation 08375b37-e01b-4959-9369-378f587d3ce0 · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.775188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ed90b31-0610-4e51-abd3-cdc93fcf6aa0 · outbound

This paper cites Krishnan, R.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Krishnan, R

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:41:45.679697Z

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.

Observation 17681a31-1d88-47a3-942f-b228c1262c2a · outbound

This paper cites Davis, C.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Davis, C

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.790882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c04261a-9c62-45cf-8e97-ff8b5bbace01 · outbound

This paper cites Brock, J.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Brock, J

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.800151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45a81e9a-73d3-4b84-8dee-4554f5d912ea · outbound

This paper cites Pippi, S.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Pippi, S

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.810468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64edded1-bd3c-49d7-bdd3-84dc1a0354dd · outbound

This paper cites MLP-Mixer: An all-MLP Architecture for Vision.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator MLP-Mixer: An all-MLP Architecture for Vision

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.820076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a516f588-77d9-4d73-a644-94442f5b82ad · outbound

This paper cites RepMLP: Re-parameterizing Convolutions into Fully-connected Layers for Image Recognition.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator RepMLP: Re-parameterizing Convolutions into Fully-connected Layers for Image Recognition

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-05T14:41:45.056674Z

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.

Observation be5a4591-a8c4-42d7-ba33-4d3f6be48980 · outbound

This paper cites Guo, Z.-N.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Guo, Z.-N

Reference 30

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T14:41:45.012317Z

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.

Observation 278d1f03-fc35-40eb-ae22-7c2807cd36f0 · outbound

This paper cites Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.849918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77b07fb1-edd7-4df8-8c16-dc2336e7fd4c · outbound

This paper cites Swin Transformer: Hierarchical Vision Transformer using Shifted Windows.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.864159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c60d9b3-d622-4a07-a198-b53e414abe3c · outbound

This paper cites Axial Attention in Multidimensional Transformers.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Axial Attention in Multidimensional Transformers

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.871639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ad2880d-a264-413b-9197-6dd09a2701d5 · outbound

This paper cites Theory of the Frequency Principle for General Deep Neural Networks.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Theory of the Frequency Principle for General Deep Neural Networks

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.882938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17ea24cd-5a06-4dcb-b9b4-631cb95fd37b · outbound

This paper cites Jacot, F.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Jacot, F

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.889900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d41677c8-1edf-4523-ad05-10269aaa60e0 · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.900602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 526554ce-bb8a-46a9-8f66-dd0d7904fe66 · outbound

This paper cites Explicitizing an Implicit Bias of the Frequency Principle in Two-layer Neural Networks.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Explicitizing an Implicit Bias of the Frequency Principle in Two-layer Neural Networks

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.909062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e25a488-5693-41a9-ab97-90207fa2038e · outbound

This paper cites Spectrum Dependent Learning Curves in Kernel Regression and Wide Neural Networks.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Spectrum Dependent Learning Curves in Kernel Regression and Wide Neural Networks

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.916139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7325d4d9-9093-434e-8a7e-9f7861821220 · outbound

This paper cites Towards Understanding the Spectral Bias of Deep Learning.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Towards Understanding the Spectral Bias of Deep Learning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.923398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d4d3099-e099-4ab6-bf62-075259646538 · outbound

This paper cites The Convergence Rate of Neural Networks for Learned Functions of Different Frequencies.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator The Convergence Rate of Neural Networks for Learned Functions of Different Frequencies

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.934643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61df45dd-7f9a-43e1-8103-fe7df3cd18cc · outbound

This paper cites A Fine-Grained Spectral Perspective on Neural Networks.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator A Fine-Grained Spectral Perspective on Neural Networks

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.950108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7096f2e-fbb3-4e2b-a105-ce5c74518ddb · outbound

This paper cites Machine Learning from a Continuous Viewpoint.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Machine Learning from a Continuous Viewpoint

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.964006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e24c2bc4-0786-405f-99a2-5f38b0040de8 · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:41:45.590101Z

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.

Observation d105d87a-6468-4255-acaf-85fa4a94b0c7 · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:41:45.559415Z

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.

Observation d7d5d299-f09c-4c93-9d03-18f1b11ae1d2 · outbound

This paper cites Jacobs, D.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Jacobs, D

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.983946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f6ae9c1-bb11-42e2-81db-65e5aa431774 · outbound

This paper cites Geometric GAN.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Geometric GAN

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.992581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c786cc86-4581-4382-8074-20de62446d53 · outbound

This paper cites Graves, S.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Graves, S

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:43.999912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe323297-ee0d-4b16-803f-8e944077c303 · outbound

This paper cites InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:44.005739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e29e95a6-60fe-4973-a3ee-1498f437bbf9 · outbound

This paper cites Toward Multimodal Image-to-Image Translation.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Toward Multimodal Image-to-Image Translation

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:44.011153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a12324b-c112-4c52-a4f1-5ecff7e7a60e · outbound

This paper cites Lee, H.-Y.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Lee, H.-Y

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:44.020772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc36efce-ba8b-4ce3-bb76-7010da7564ea · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:44.026141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e5c1be1-a431-44db-8f53-2b93136eb24c · outbound

This paper cites an unresolved cited work.

FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:44.035411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.