Paper Citation Record · LEDGER

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts

As of 19 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 1 inbound Pith citation observation for arXiv:2411.11435.

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

pith.paper-citation-record.v1
2411.11435 v2

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T18:35:54.664444Z

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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T21:07:58.295635Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

51 of 51 outbound references displayed

verified exact0
verified fuzzy2
unresolved49
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 29f9d0ab-d956-4e14-9b4a-233c1f9efb0a · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.364354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28ae4560-140f-44ff-be55-f20b8531ca0a · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.591830Z

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 cadd2a60-897f-4b05-a883-4269f296f86f · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.381981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99200642-4ce4-4a87-99b5-fd0a923ddbc4 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.573640Z

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 71173b73-ccc1-428c-9d17-ff1e620be845 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.408464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2ce5ebf-189e-40bd-8b66-e83f8071b168 · outbound

This paper cites InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.424277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 644d2b0f-a768-4896-88ef-a241e6ba85c4 · outbound

This paper cites The Llama 3 Herd of Models.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts The Llama 3 Herd of Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.430151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9e84528-3542-4f5a-88b6-de57f0aaef23 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.528943Z

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 538ac4d2-50da-4908-a4b0-bb225e6ad69e · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.444471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 969682ac-9684-4607-a348-099e2a92ae81 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.500096Z

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 ddb9dc8e-6720-495c-b556-cc4c6405cf44 · outbound

This paper cites WordArt Designer: User-Driven Artistic Typography Synthesis using Large Language Models.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts WordArt Designer: User-Driven Artistic Typography Synthesis using Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.456112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e0493a0-060a-4f7a-a360-ed979b00e676 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.461613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab1ac7e8-5c5b-4d16-bbed-d92fc8acfd0b · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.467006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c64851b-00d1-4e78-8130-6d3206988dfb · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts LoRA: Low-Rank Adaptation of Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.472439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36375202-4915-4425-bfdf-2c76fb852c38 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.479249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 708ee591-0354-4a02-95d8-a8958bfbc910 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.450427Z

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 f537fdf5-0eb5-43f7-a779-5af8180815f7 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.490224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d51b910-b5bc-4e59-885b-943bb1fe9825 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.406822Z

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 47f635a5-2eae-4861-a130-c39952fb3e6c · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.388642Z

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 37124a2b-b99e-4602-800f-0081ab6089e9 · outbound

This paper cites In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.495334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48dfeb8a-1a46-4f94-affc-dfff175417ca · outbound

This paper cites Auto-Encoding Variational Bayes.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Auto-Encoding Variational Bayes

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.516769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df1f80d8-08bf-48ce-9b54-a0a4dc7928b2 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.371106Z

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 36f5b383-9ad6-42ec-b448-19634097206f · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.511692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e3dcd6b-78e0-4983-9c20-c3894ac5c9b5 · outbound

This paper cites LayoutGAN: Generating Graphic Layouts with Wireframe Discriminators.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts LayoutGAN: Generating Graphic Layouts with Wireframe Discriminators

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.533284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16717f9c-498a-4a22-8ea7-5297d9301bfe · outbound

This paper cites Analogical Reasoning on Chinese Morphological and Semantic Relations.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Analogical Reasoning on Chinese Morphological and Semantic Relations

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.539028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b679ad9-5108-44e6-aa6d-3bbea3f93875 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.526868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e20143fe-56cd-48fa-9529-d59b9156c321 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.326172Z

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 31136371-0038-46b5-bcc8-c1512447e677 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.554191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c726d45-5498-4d78-b6f6-66f52a5188c0 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.343022Z

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 7ef06591-6ab6-49cf-bf84-a5b4ee0f69d0 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.298302Z

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 2232020e-2b8c-478a-8b28-67f01927d21e · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.568974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f543b946-016d-468c-97f2-57338bcbc7a9 · outbound

This paper cites Decoupled Weight Decay Regularization.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Decoupled Weight Decay Regularization

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.558697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b6ea972-d527-474d-ab84-091bbdc2209e · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.580162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a61b1806-9a0c-4de7-a8e2-2e19738f33a2 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.585441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9c28bb3-acf7-4ba5-8ca3-f471d30fc3ac · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.575149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94692c1a-4e6b-40ef-976b-07c9dbdee607 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.601742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8097276-3939-452f-9ccb-7f143b0f61b3 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.222081Z

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 59b0800a-a709-44d2-8f2d-d88fabc32870 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.614206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24246399-eb19-4d20-b582-3747be61206e · outbound

This paper cites LayoutNUWA: Revealing the Hidden Layout Expertise of Large Language Models.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts LayoutNUWA: Revealing the Hidden Layout Expertise of Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.595924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c4884f2-5e55-4fcc-b719-b31d2a95495d · outbound

This paper cites PosterLLaVa: Constructing a Unified Multi-modal Layout Generator with LLM.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts PosterLLaVa: Constructing a Unified Multi-modal Layout Generator with LLM

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.625911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0438530b-fe09-49ce-9cda-43a5c62b16d7 · outbound

This paper cites DeCo: Decoupling Token Compression from Semantic Abstraction in Multimodal Large Language Models.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts DeCo: Decoupling Token Compression from Semantic Abstraction in Multimodal Large Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.632030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6b2b3b2-8c4d-4f05-ae17-479dc225ba05 · outbound

This paper cites LayoutDETR: Detection Transformer Is a Good Multimodal Layout Designer.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts LayoutDETR: Detection Transformer Is a Good Multimodal Layout Designer

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.637092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f0e95a6-9d69-437a-8e1c-4825c58508d9 · outbound

This paper cites PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.621153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed5286d4-4e4f-4ea4-8fc4-07dcf7451f7a · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.652837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fac7f077-e25a-44a4-b1a1-5a3268c92615 · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.658510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30b614e8-a0bc-4013-8c58-600b156106ec · outbound

This paper cites an unresolved cited work.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:35:55.191495Z

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 ec6a56e4-cc1b-424c-8ba1-dd1bf8ea6470 · outbound

This paper cites In Proceedings of the IEEE/CVF International Conference on Computer Vision.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts In Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:35:55.172059Z

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 84b46334-7273-426e-aec1-f8d06a9a10de · outbound

This paper cites In International conference on machine learning.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts In International conference on machine learning

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.590405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2138b64-e418-4106-b8f9-4034a5e3d905 · outbound

This paper cites Composition-aware Graphic Layout GAN for Visual-textual Presentation Designs.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Composition-aware Graphic Layout GAN for Visual-textual Presentation Designs

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.664444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cccae7a8-5014-407a-837c-6cde384e4ed3 · outbound

This paper cites TextDiffuser-2: Unleashing the Power of Language Models for Text Rendering.

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts TextDiffuser-2: Unleashing the Power of Language Models for Text Rendering

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-12T18:35:54.401358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c760e74-835d-4df2-902f-bb2f21895662 · outbound

This paper cites Advances in Neural Infor- mation Processing Systems 36 (2024).

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts Advances in Neural Infor- mation Processing Systems 36 (2024)

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:35:55.545070Z

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.

Pith citing papers

Observation daeefbf0-0480-4e24-9dbd-0d08d37efcee · inbound

Think, Plan, Paint: Layout-Aware Reasoning for Controllable Image Generation in Unified Models cites this paper.

Think, Plan, Paint: Layout-Aware Reasoning for Controllable Image Generation in Unified Models GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T21:07:58.295635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.