Paper Citation Record · LEDGER

Decoder-Only LLMs are Better Controllers for Diffusion Models

As of 10 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2502.04412.

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

pith.paper-citation-record.v1
2502.04412 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T23:56:18.759674Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

34 of 34 outbound references displayed

verified exact2
verified fuzzy3
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7238d335-a3b3-4180-9dc0-4b10af13f7c6 · outbound

This paper cites PromptCrafter: Crafting Text-to-Image Prompt through Mixed-Initiative Dialogue with LLM.

Decoder-Only LLMs are Better Controllers for Diffusion Models PromptCrafter: Crafting Text-to-Image Prompt through Mixed-Initiative Dialogue with LLM

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-08T23:56:18.894426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 63794000-91df-4dc5-aee1-bebfc80d0c03 · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:19.057018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 973502aa-0d75-4cca-9039-112cf593369a · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:19.048561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2e677319-ad1d-4f0b-8133-ecd1d71364bb · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:19.040326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 53b49f9f-8267-4ee3-b097-2a3eac622e36 · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:19.032076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation af40a029-0148-48d8-a088-45a58368879e · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

Decoder-Only LLMs are Better Controllers for Diffusion Models Gonzalez, Ion Stoica, and Eric P

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.669819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 324d5b2c-6464-4bce-9309-e77dcf6c940e · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.672780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 453a6b9b-faba-4227-a15f-0f34c9200234 · outbound

This paper cites Dan Hendrycks.

Decoder-Only LLMs are Better Controllers for Diffusion Models Dan Hendrycks

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:56:19.014268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e907e9a4-404e-438a-9fe1-3e394354924f · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:19.005884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 40053984-8009-427a-8931-7629244c6353 · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.997529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4ab74b8a-2708-4a51-a8cc-3d831d4836a8 · outbound

This paper cites LLM Blueprint: Enabling Text-to-Image Generation with Complex and Detailed Prompts.

Decoder-Only LLMs are Better Controllers for Diffusion Models LLM Blueprint: Enabling Text-to-Image Generation with Complex and Detailed Prompts

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.684931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9c1167d-b6ad-4264-b583-8add835ae5b8 · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.989079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 947688e3-333f-40e6-9d54-0cf0b7ea79d4 · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.691584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95328c2b-ed6b-4d51-b208-78cdc20d18b4 · outbound

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

Decoder-Only LLMs are Better Controllers for Diffusion Models Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.694685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 102305b9-7d0a-40a6-9072-b7a48f00e25a · outbound

This paper cites Barron, Pieter Abbeel, and Ben Poole.

Decoder-Only LLMs are Better Controllers for Diffusion Models Barron, Pieter Abbeel, and Ben Poole

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:56:18.975615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 74e48aa1-26a2-4ef0-8367-b85b3b8a6621 · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.958889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 86d11096-eea6-45ff-869d-291a1d876c18 · outbound

This paper cites Textbooks Are All You Need II: phi-1.5 technical report.

Decoder-Only LLMs are Better Controllers for Diffusion Models Textbooks Are All You Need II: phi-1.5 technical report

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.707656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4a33ca9-c080-4f73-ac5b-ac16a1639450 · outbound

This paper cites LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models.

Decoder-Only LLMs are Better Controllers for Diffusion Models LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.711016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d041c917-8162-453d-8ca5-93120459505d · outbound

This paper cites More Control for Free! Image Synthesis with Semantic Diffusion Guidance.

Decoder-Only LLMs are Better Controllers for Diffusion Models More Control for Free! Image Synthesis with Semantic Diffusion Guidance

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-08T23:56:18.848677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6cc94d3e-8698-434f-aeb5-d5974934a9d7 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Decoder-Only LLMs are Better Controllers for Diffusion Models RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.718079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94f18882-30ab-408a-8aad-b153ef71b629 · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.950404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f80d275b-f5ae-475c-a2ca-7d3b46b9c993 · outbound

This paper cites GPT-4 Technical Report.

Decoder-Only LLMs are Better Controllers for Diffusion Models GPT-4 Technical Report

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.724646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3544e275-0b08-422d-b2a7-96ab6e369f7e · outbound

This paper cites Kosmos-2: Grounding Multimodal Large Language Models to the World.

Decoder-Only LLMs are Better Controllers for Diffusion Models Kosmos-2: Grounding Multimodal Large Language Models to the World

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.727895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96f3e72e-14d6-44c8-98f4-6f0b71d77a8b · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

Decoder-Only LLMs are Better Controllers for Diffusion Models SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.731465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8549dffd-ccff-4614-8b7e-c2504948517b · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.941987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 17523be7-fbb8-41cf-b784-b62cf9bde2aa · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.737768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e324f857-ceea-41da-8458-7eecc6d1eee8 · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.928610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f9f4bafb-c8df-4994-beb4-722ba1362e49 · outbound

This paper cites Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding.

Decoder-Only LLMs are Better Controllers for Diffusion Models Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.744215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca8b3af3-3dbc-4914-a7bb-90d5a6b4841b · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.920091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0fe1842f-cf9a-46be-b10f-f1bc0f7deb1d · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.911535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 049d6684-90aa-4337-a7ea-1a5036242089 · outbound

This paper cites an unresolved cited work.

Decoder-Only LLMs are Better Controllers for Diffusion Models Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.903059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 16cbc2c3-5fc4-4918-97e3-fa37967e41e4 · outbound

This paper cites Sigmoid Loss for Language Image Pre-Training.

Decoder-Only LLMs are Better Controllers for Diffusion Models Sigmoid Loss for Language Image Pre-Training

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.759674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93633c06-e13d-4cc0-b4a6-81db2175d86c · outbound

This paper cites Scaling Autoregressive Models for Content-Rich Text-to-Image Generation.

Decoder-Only LLMs are Better Controllers for Diffusion Models Scaling Autoregressive Models for Content-Rich Text-to-Image Generation

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:18.756524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf612d38-8166-4c01-92cf-3323a479ab07 · outbound

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

Decoder-Only LLMs are Better Controllers for Diffusion Models In IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:56:18.967219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.