Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-28T22:58:17.807988Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 1 inbound Pith citation observation for arXiv:2606.00204.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-28T22:58:17.807988Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T06:13:56.352402Z
A source-named dated measurement, never combined with another source.
Source: cited_works
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3b916afa-b70c-405b-89cb-2c078ba30659 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Improvingimagegenerationwithbettercaptions.ComputerScience.https://cdn
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ac07a1a-1c56-4107-af36-6adacb35cd8c · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6a1ad9a3-3fe0-4bbc-b08e-ac3d77968eba · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Agentverse: Facilitating multi-agent collaboration and exploring emergent behaviors
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f0aaa64-f601-4512-a600-741deed42455 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Scaling rectified flow transformers for high-resolution image synthesis
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 151d1bcb-64fb-4706-99dd-cd0f59110eb6 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Promptbreeder: Self-referential self-improvement via prompt evolution
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05ce9dc3-bfe8-4dc4-be7c-28ae01c1372b · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Generative adversarial networks.Communications of the ACM, 63(11):139– 144, 2020
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bcf45f96-0b35-4f12-b90f-fc56f5a94766 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Gemini 3.1 Pro.https://gemini.google.com/, 2026
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21dd3c2a-9759-4c9d-a549-d7a6ac8b7bda · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Large language model based multi-agents: A survey of progress and challenges
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a2dd28a-215d-4330-824a-2acf8a217375 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Generating an image from 1,000 words: Enhancing text-to-image with structured captions
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation aa13d2d4-b739-4dfb-8747-4f377720ac5e · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Diversity of thought elicits stronger reasoning capabilities in multi-agent debate frameworks.arXiv preprint arXiv:2410.12853
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 58b58944-20d9-4a4e-b944-a80787374394 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Clipscore: A reference-free evaluation metric for image captioning
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2431bd87-54d3-45a9-b1eb-9180411a9092 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Denoising diffusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae4c89fa-1292-4911-8464-775f2062f02f · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Metagpt: Meta programming for a multi-agent collaborative framework
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adc306eb-c717-4810-887d-b475b5304034 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Multi-agent debate for llm judges with adaptive stability detection
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1b7b3feb-4a9a-4794-a90a-17d696057f5d · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing A style-based generator architecture for generative adversarial networks
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd1cc319-641a-4e16-b6e4-6506372cfe66 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Pick-a-pic: An open dataset of user preferences for text-to-image generation.Advances in neural information processing systems, 36:36652–36663, 2023
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55e8cf07-1ba8-4b32-b09b-928f1722d64c · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing FLUX.2: Frontier Visual Intelligence.https://bfl.ai/blog/flux-2, 2025
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 336cfcae-4089-4205-ac90-15030cd2d3e6 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6a60901c-3407-4ccd-ae3e-d8015797bea8 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Camel: Communicative agents for" mind" exploration of large language model society.Advances in neural information processing systems, 36:51991–52008, 2023
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2decc8d2-c843-4e2f-98df-a0f1afba0e9f · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing A survey on llm-based multi-agent systems: workflow, infrastructure, and challenges.Vicinagearth, 1(1):9, 2024
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0749671d-f48e-4c8f-ab58-60a714b101b5 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Llm-grounded diffusion: Enhancing prompt under- standing of text-to-image diffusion models with large language models.Transactions on Machine Learning Research
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 338753bc-0da1-4737-a2b8-ce02832b6ecc · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Flow Matching for Generative Modeling
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0bbeceb7-baef-42be-a40b-b9ac28f640f4 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Flow-grpo: Training flow matching models via online rl
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d750f5b7-4775-485f-8675-09b1042e36e7 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cbec6285-5f9a-45fb-b379-d54767b59a93 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Improved denoising diffusion probabilistic models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf423438-441c-4c68-8f89-a49a83175402 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Gpt-4.1, 2026
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7835c2ef-c53c-4db1-b334-08378d83e754 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Image transformer
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30ac5c99-a63d-45c5-9304-9e3ad6ebfa51 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Scalable diffusion models with transformers
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4d278b0-75d2-4889-a049-c59a6a80bfec · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Sdxl: Improving latent diffusion models for high-resolution image synthesis
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10166929-54ed-4a69-9aee-226910b0d900 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Chatdev: Communicative agents for software development
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be0b6e8d-ba58-4f3a-969d-5daa911bc505 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4b1953c6-4924-4f16-b59d-55eb01ce2c8f · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Zero-shot text-to-image generation
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10c05e49-a757-4203-bedd-e5c856303f4a · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing High-resolution image synthesis with latent diffusion models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 231487ca-ef94-496b-a899-f9663c6e006d · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Photorealistic text- to-image diffusion models with deep language understanding.Advances in neural information processing systems, 35:36479–36494, 2022
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9cae6d0d-038e-4d64-90a8-54b7ed79ade5 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9b9fabfa-5c58-4e15-a71e-8ae5ca5fe59c · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6e6fa907-90ff-4ccd-8237-d5487dac9ac5 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Score-Based Generative Modeling through Stochastic Differential Equations
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cde10c8c-005a-421d-b69f-0a1292d842eb · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Multi-Agent Collaboration Mechanisms: A Survey of LLMs
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8a35aaf0-9bdb-47be-a955-59e769fc95c1 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Conditional image generation with pixelcnn decoders.Advances in neural information processing systems, 29, 2016
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4c6f414-aa1c-426d-9cac-bcacada8d680 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing arXiv preprint:2509.04545 , year=
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f57cd1e7-0859-4d68-8710-b2422bc73005 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Unigenbench++: A unified semantic evaluation benchmark for text-to-image generation
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b0dea0a6-3d2b-4198-b76b-fa0f3ad699f8 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Unified Reward Model for Multimodal Understanding and Generation
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8229f901-fb24-4995-8e6d-694aae4d4e40 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Qwen-Image Technical Report
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3f083a94-e5ca-4a11-85fc-865a636325d1 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Alvarez, Jun Gao, Sanja Fidler, Zian Wang, and Huan Ling
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 04be67ae-347c-401f-886c-a279f24648c9 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Autogen: Enablingnext-genllmapplicationsviamulti-agentconversations
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0dee506b-8b36-4f86-81a0-38b0b1a748df · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9e642931-e7cb-4f8a-b984-377e2a407ca5 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Imagereward: Learning and evaluating human preferences for text-to-image generation.Advances in Neural Information Processing Systems, 36:15903–15935, 2023
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f321493d-7f0c-42a7-b0d5-cf63ffd8edbf · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Qwen3 Technical Report
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1d672f18-1eb1-4e97-8459-f8abcc15e974 · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Imgedit: A unified image editing dataset and benchmark
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 068f5d23-654e-4bbe-b77d-ff1bc246c45d · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing DiffusionNFT: Online diffusion reinforcement with forward process
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f22f5602-1afb-46b2-a777-9dba9267dddb · outbound
APE: Agentic Prompt Enhancer for Image Generation and Editing Large language models are human-level prompt engineers
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba063118-0aa2-45fd-a584-c75445c3e781 · inbound
Boogu-Image-0.1: Boosting Open Agentic Multimodal Generation via Understanding under a Minimal Budget APE: Agentic Prompt Enhancer for Image Generation and Editing
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.