Paper Citation Record · LEDGER

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition

As of 11 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2412.19712.

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

pith.paper-citation-record.v1
2412.19712 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:06:12.441432Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T11:01:35.324580Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy21
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7d00ba4c-1c3c-4cae-b00f-9d2030a87837 · outbound

This paper cites [Accessed 04-11-2024].

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition [Accessed 04-11-2024]

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.520844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8f69e2d6-3700-4b53-bffa-38b6ffc34f7f · outbound

This paper cites GPT-4 Technical Report.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition GPT-4 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.174848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b131deaf-a8ce-4290-bf77-0f19882c45e2 · outbound

This paper cites Internvl: Scal- ing up vision foundation models and aligning for generic visual-linguistic tasks.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Internvl: Scal- ing up vision foundation models and aligning for generic visual-linguistic tasks

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.497597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bd190008-552b-47d9-9db7-cd07113f4f80 · outbound

This paper cites Graphic Design with Large Multimodal Model.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Graphic Design with Large Multimodal Model

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.189206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cec6a791-a9fb-4f3d-bbd5-6ca8e21970cb · outbound

This paper cites Textpainter: Multimodal text image generation with visual-harmony and text-comprehension for poster de- sign.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Textpainter: Multimodal text image generation with visual-harmony and text-comprehension for poster de- sign

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.478484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 820fc647-4944-4b27-aad7-c754d961b0a1 · outbound

This paper cites Gaussian Error Linear Units (GELUs).

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Gaussian Error Linear Units (GELUs)

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.200904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3713b8f-812a-4507-9dc9-514e5d8176e2 · outbound

This paper cites Retrieval-augmented layout transformer for content-aware layout genera- tion.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Retrieval-augmented layout transformer for content-aware layout genera- tion

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.460961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6525ec20-863f-4554-8a43-58d25baa8212 · outbound

This paper cites Posterlayout: A new bench- mark and approach for content-aware visual-textual presentation layout.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Posterlayout: A new bench- mark and approach for content-aware visual-textual presentation layout

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.440830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cf3de4db-2713-4903-a139-b3e3b7e661bd · outbound

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

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition LoRA: Low-Rank Adaptation of Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.218588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 925913b9-ea6a-4773-9474-d48eb2f80b61 · outbound

This paper cites LayoutDM: Dis- crete Diffusion Model for Controllable Layout Gen- eration.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition LayoutDM: Dis- crete Diffusion Model for Controllable Layout Gen- eration

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.411211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2a8af987-6f39-4360-a53f-66dc3abf3e29 · outbound

This paper cites Towards flexible multi-modal document models.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Towards flexible multi-modal document models

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.390740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 55407b81-f5c7-45f2-88ab-03d25836027b · outbound

This paper cites OpenCOLE: Towards Reproducible Automatic Graphic Design Generation.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition OpenCOLE: Towards Reproducible Automatic Graphic Design Generation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.236070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b820609-5203-417e-8f5c-6505d72dd3a6 · outbound

This paper cites COLE: A Hierarchical Generation Framework for Multi-Layered and Editable Graphic Design.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition COLE: A Hierarchical Generation Framework for Multi-Layered and Editable Graphic Design

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.242727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38183635-0cf6-4450-ba4e-f40a3042deed · outbound

This paper cites Layout- former++: Conditional graphic layout generation via constraint serialization and decoding space restriction.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Layout- former++: Conditional graphic layout generation via constraint serialization and decoding space restriction

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.364882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 421df426-c354-4fab-bb9a-e30011b996c9 · outbound

This paper cites Multimodal markup document models for graphic design comple- tion.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Multimodal markup document models for graphic design comple- tion

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.255452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 331af728-7c17-4074-84ee-5dd46499ad59 · outbound

This paper cites Constrained graphic layout genera- tion via latent optimization.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Constrained graphic layout genera- tion via latent optimization

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.342096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4275b7f5-3ed9-4ad4-8246-232020acc72a · outbound

This paper cites Blt: Bidi- rectional layout transformer for controllable layout generation.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Blt: Bidi- rectional layout transformer for controllable layout generation

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.318062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f1c6872e-9675-417d-8317-89fdded4a2f5 · outbound

This paper cites Neural design network: Graphic layout generation with constraints.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Neural design network: Graphic layout generation with constraints

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.290871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 94026a25-586b-472d-9aca-2226bc1caefe · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition LLaVA-OneVision: Easy Visual Task Transfer

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.278164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45fd6295-0323-4606-9dba-610cd57d30ac · outbound

This paper cites Attribute-conditioned layout gan for automatic graphic design.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Attribute-conditioned layout gan for automatic graphic design

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.268443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d8eea3bf-6fc5-4431-a12f-75e1e8fce91a · outbound

This paper cites A parse-then-place approach for generating graphic lay- outs from textual descriptions.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition A parse-then-place approach for generating graphic lay- outs from textual descriptions

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.241646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8cc4a0e9-3e21-423f-ab93-460794d747e3 · outbound

This paper cites Layout- prompter: Awaken the design ability of large language models.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Layout- prompter: Awaken the design ability of large language models

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.216204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a54968d6-4ec9-486c-86a8-1354542a6b7b · outbound

This paper cites Decoupled Weight Decay Regularization.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Decoupled Weight Decay Regularization

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.305083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52528ad4-dd79-4661-acda-61cdc1b03757 · outbound

This paper cites Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.321569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ca8b664-b994-43a0-a1ec-4ca3e4ebd1f9 · outbound

This paper cites Compositional chain-of-thought prompting for large multimodal models.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Compositional chain-of-thought prompting for large multimodal models

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.193981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c2941d1b-76ed-4e00-8eb9-fc8b18617b8a · outbound

This paper cites Typographic text generation with off-the-shelf diffusion model.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Typographic text generation with off-the-shelf diffusion model

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.174272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7bc06ce1-41f4-4c23-a82d-df8cd528c8cd · outbound

This paper cites PosterLlama: Bridging Design Ability of Langauge Model to Contents-Aware Layout Generation.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition PosterLlama: Bridging Design Ability of Langauge Model to Contents-Aware Layout Generation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.352802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 215e497e-f8ed-403c-b77e-c192f17001f7 · outbound

This paper cites Towards diverse and con- sistent typography generation.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Towards diverse and con- sistent typography generation

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.153300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ea3bc992-ae2b-4b0c-bfd5-1eb944616540 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Gemini: A Family of Highly Capable Multimodal Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.364084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bedfcd21-ef7b-4750-82d1-b7dc6a8b9294 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Chain-of-thought prompting elicits reasoning in large language models

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.134881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 72c0f9f9-1a01-4958-8ab1-1ad36deecf45 · outbound

This paper cites Canvasvae: Learning to generate vector graphic documents.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Canvasvae: Learning to generate vector graphic documents

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.114660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation edcae3b9-c896-4c14-b70b-685a89f3f542 · outbound

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

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition PosterLLaVa: Constructing a Unified Multi-modal Layout Generator with LLM

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.382009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8da39107-c5a1-4406-a17c-8cc8c739aa9d · outbound

This paper cites mPLUG-DocOwl: Modularized Multimodal Large Language Model for Document Understanding.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition mPLUG-DocOwl: Modularized Multimodal Large Language Model for Document Understanding

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.390006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ac3fcff-e36a-4a5e-a4ba-152b67370eb4 · outbound

This paper cites Layoutdiffusion: Improv- ing graphic layout generation by discrete diffusion probabilistic models.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Layoutdiffusion: Improv- ing graphic layout generation by discrete diffusion probabilistic models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.092924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d12798a9-0e98-40d8-b960-69931c5d1c29 · outbound

This paper cites Improved baselines with visual instruction tun- ing.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Improved baselines with visual instruction tun- ing

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:06:13.071262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 79dc657c-d98b-475b-89a6-5043fe42b665 · outbound

This paper cites Multimodal Chain-of-Thought Reasoning in Language Models.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Multimodal Chain-of-Thought Reasoning in Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.428047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43a6313a-fd9b-44e5-9c62-f7e73c68914e · outbound

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

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition Composition-aware Graphic Layout GAN for Visual-textual Presentation Designs

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.434622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e121a073-dd66-4ced-8526-a5052f3222c8 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T00:06:12.441432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 233785da-56fe-478a-b7bd-4e67496ba905 · inbound

Graphic-Design-Bench: A Comprehensive Benchmark for Evaluating AI on Graphic Design Tasks cites this paper.

Graphic-Design-Bench: A Comprehensive Benchmark for Evaluating AI on Graphic Design Tasks From Elements to Design: A Layered Approach for Automatic Graphic Design Composition

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-13T11:01:35.324580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.