Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T20:38:29.644968Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 7 inbound Pith citation observations for arXiv:2602.22809.
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 2026-08-02T20:38:29.644968Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-30T21:41:10.852265Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T13:19:50.703399Z
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 53f9fc35-55e7-4ad5-bb42-f1651e5e9c54 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Stable diffusion 3.5.https : / / huggingface
Reference 1
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Unavailable: canonical work link unavailable.
Observation 20d0d4a4-2c64-4f7d-8f5d-5fd0ad7a898a · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Qwen3-VL Technical Report
Reference 2
Source-reported events for the cited work
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Observation 30b30030-7a4b-44e6-b057-004021798d21 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Qwen2.5-VL Technical Report
Reference 3
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Observation 419b8994-f123-4608-bd4e-146c11df0c96 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models The opencv library.Dr
Reference 4
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Unavailable: canonical work link unavailable.
Observation 8273bab9-3441-47ee-8757-e18fc590214b · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models In- structpix2pix: Learning to follow image editing instructions
Reference 5
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Observation 1a3f3b3c-8b92-40e4-b122-50663e48d083 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models A survey of monte carlo tree search methods
Reference 6
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Observation 717fb44a-2a4f-4740-9ab4-397871c13474 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models HunyuanImage 3.0 Technical Report
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18d2283a-13ce-4a6d-b637-c0316737d449 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Monte-carlo tree search: A new framework for game ai
Reference 8
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Observation 40b90d74-b4a5-4d47-a18d-6ce483ce7018 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models PhotoArtAgent: Intelligent Photo Retouching with Language Model-Based Artist Agents
Reference 9
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Unavailable: canonical work link unavailable.
Observation 9d74a637-2e2a-4e09-b6fe-5f8140073099 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Edival-agent: An object-centric frame- work for automated, fine-grained evaluation of multi-turn editing.arXiv preprint arXiv:2509.13399, 2025
Reference 10
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Unavailable: canonical work link unavailable.
Observation 5c55fb7b-92f7-4696-afff-718f747ccaf6 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Stargan: Unified genera- tive adversarial networks for multi-domain image-to-image translation
Reference 11
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Unavailable: canonical work link unavailable.
Observation e274cc33-9ab5-4cb8-abbe-62a7012a2b22 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Instruc- tir: High-quality image restoration following human instruc- tions
Reference 12
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Unavailable: canonical work link unavailable.
Observation 692db641-df41-44b6-a5ef-a1ad76e8180f · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Emerging Properties in Unified Multimodal Pretraining
Reference 13
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Observation ad1887e0-38f6-4046-8e62-245ba70acc48 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Aesthetic predictor v2.5: Siglip-based aes- thetic score predictor.https : / / github
Reference 14
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Unavailable: canonical work link unavailable.
Observation c78bd259-670a-44c4-af21-1a21531562a8 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Monetgpt: Solving puzzles enhances mllms’ image retouch- ing skills.ACM Transactions on Graphics (TOG), 44(4):1– 12, 2025
Reference 15
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Unavailable: canonical work link unavailable.
Observation 1658b60e-3c61-4822-85ec-33c4cdf3f721 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio
Reference 16
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Unavailable: canonical work link unavailable.
Observation 15ea4fb9-c01a-41e4-83cb-47a55f03ec38 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Nano banana: Gemini 2.5 flash image editing model.https://aistudio.google.com/models/ gemini-2-5-flash-image, 2025
Reference 17
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Unavailable: canonical work link unavailable.
Observation 651e4b9c-5a9c-4d21-95d2-42c6d841353f · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Prompt-to-Prompt Image Editing with Cross Attention Control
Reference 18
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Unavailable: canonical work link unavailable.
Observation e75b2225-afeb-4b24-8114-366935e76ab3 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Gans trained by a two time-scale update rule converge to a local nash equilib- rium
Reference 19
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Unavailable: canonical work link unavailable.
Observation afb28df8-768e-4ea4-a57b-f22ea0d03cd3 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Flux.1 kontext: Flow matching for in-context image generation and editing in latent space,
Reference 20
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Unavailable: canonical work link unavailable.
Observation 54e7f1db-24bb-498c-b506-ecb56635e678 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Next Token Is Enough: Realistic Image Quality and Aesthetic Scoring with Multimodal Large Language Model
Reference 21
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Unavailable: canonical work link unavailable.
Observation 75858d43-b698-4e79-a41b-99812e932bf2 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models JarvisArt: Liberating Human Artistic Creativity via an Intelligent Photo Retouching Agent
Reference 22
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Unavailable: canonical work link unavailable.
Observation a6dce996-5a04-4e98-bfa9-933fdf8282cf · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023
Reference 23
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Unavailable: canonical work link unavailable.
Observation 822b8532-b02a-4fc4-9c18-62429a1a67f2 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Step1X-Edit: A Practical Framework for General Image Editing
Reference 24
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Unavailable: canonical work link unavailable.
Observation 17d584a5-fefb-4ca5-b37e-8ff19475cda8 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models No-reference image quality assessment in the spatial domain.IEEE Transactions on image processing, 21(12):4695–4708, 2012
Reference 25
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Unavailable: canonical work link unavailable.
Observation b1978abc-4e7d-439d-bf74-a91e68694104 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models completely blind
Reference 26
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Unavailable: canonical work link unavailable.
Observation 95ed3eb1-e824-45ef-90a3-ab35db3f2b00 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Nvidia developer blog.https:// developer.nvidia.com/blog
Reference 27
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Unavailable: canonical work link unavailable.
Observation 23ee280d-ab7a-4ad1-9aa0-24e0da5f1acb · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Dall·e 3, 2024
Reference 28
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Unavailable: canonical work link unavailable.
Observation f9d8243b-135a-4c51-835d-aad5a7fb5632 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Gpt-4o.https://openai.com/index/ hello-gpt-4o, 2024
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1320aba5-9235-4995-b14b-3a4191077665 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5917387e-7640-42bb-b835-4bf61abd2051 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Promptir: Prompting for all-in- one image restoration.Advances in Neural Information Pro- cessing Systems, 36:71275–71293, 2023
Reference 31
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Unavailable: canonical work link unavailable.
Observation e16c86de-d160-411f-a342-c66f90764cd0 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Learning Transferable Visual Models From Natural Language Supervision
Reference 32
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Unavailable: canonical work link unavailable.
Observation 68f7fe8e-2c93-46bf-a47f-4eb494065101 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models High-resolution image synthesis with latent diffusion models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 088f388e-3870-436e-bd77-6f44ab51d287 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Laion-5b: An open large-scale dataset for training next generation image-text models.Advances in neural in- formation processing systems, 35:25278–25294, 2022
Reference 34
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Unavailable: canonical work link unavailable.
Observation c12267df-f169-439e-9c3e-525f412baba7 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 35
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Unavailable: canonical work link unavailable.
Observation 51104d37-d1ae-4bfd-8f06-330f4bc53e19 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.Advances in Neural Information Processing Systems, 36:38154–38180,
Reference 36
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Unavailable: canonical work link unavailable.
Observation 738085e1-b8f5-4e27-9429-4387465f939f · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Animaker: Automated multi-agent animated storytelling with mcts-driven clip generation, 2025
Reference 37
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Unavailable: canonical work link unavailable.
Observation 235ffcb0-bac5-4c0c-9371-f2109dd0fac4 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Mastering the game of go with deep neu- ral networks and tree search.Nature, 529(7587):484–489,
Reference 38
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Observation a16f439d-ba6b-42e8-a568-e058e7dccf5b · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Voyager: An Open-Ended Embodied Agent with Large Language Models
Reference 39
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Unavailable: canonical work link unavailable.
Observation 688aae9b-4947-46cf-a33d-63931e68265b · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
Reference 40
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Unavailable: canonical work link unavailable.
Observation a57d2a22-ab28-46e4-b3d7-9f23e7beb19b · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Image quality assessment: From error visibility to structural similarity.IEEE transactions on image processing, 13(4):600–612, 2004
Reference 41
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Unavailable: canonical work link unavailable.
Observation 88d7d8bd-0c6c-4ad8-9b6a-f960b8aea68c · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Genartist: Multimodal llm as an agent for unified image gen- eration and editing.Advances in Neural Information Pro- cessing Systems, 37:128374–128395, 2024
Reference 42
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Observation 1d86da36-1a33-4ae4-abac-cb6cea2bc380 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Qwen-image technical report,
Reference 43
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Unavailable: canonical work link unavailable.
Observation 2e9cf468-1ace-44ec-8885-f4f704743137 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Show-o: One Single Transformer to Unify Multimodal Understanding and Generation
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6040e42e-c1b9-46c3-af37-c78350e9cf1a · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Imagere- ward: Learning and evaluating human preferences for text- to-image generation.Advances in Neural Information Pro- 10 cessing Systems, 36:15903–15935, 2023
Reference 45
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Observation 3c5f8fcb-9a4a-4599-99e6-dcc0e39f842c · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Personalized image aes- thetics assessment with rich attributes
Reference 46
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Observation b54586c2-17ba-4c52-9195-791724ff7af1 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models ReAct: Synergizing reasoning and acting in language models
Reference 47
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Unavailable: canonical work link unavailable.
Observation 4e5fdfa5-46b9-4037-8555-daeb214f6531 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Agent banana: High-fidelity image editing with agentic thinking and tooling.arXiv preprint arXiv:2602.09084, 2026
Reference 48
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Observation ba7db46f-8907-499c-9bc4-b6fef297edc6 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Personalized image aes- thetics assessment with attribute-guided fine-grained feature representation
Reference 49
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Unavailable: canonical work link unavailable.
Observation 48640e3a-8a5a-4e8c-abc2-baad22a6e4f0 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models Unpaired image-to-image translation using cycle- consistent adversarial networks
Reference 50
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Observation fa2bad7f-d794-4510-9110-3de780d46d94 · outbound
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models 4KAgent: Agentic Any Image to 4K Super-Resolution
Reference 51
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Unavailable: canonical work link unavailable.
Observation 4fdbf816-71be-48e3-904d-c1e50e94999f · inbound
LumiVideo: An Intelligent Agentic System for Video Color Grading PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1192b081-af2e-4236-b932-902c569914ff · inbound
Banana100: Breaking NR-IQA Metrics by 100 Iterative Image Replications with Nano Banana Pro PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models
Reference 63
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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4c124d8c-2a10-40df-9b6d-daa8aee6e6e2 · inbound
SmartPhotoCrafter: Unified Reasoning, Generation and Optimization for Automatic Photographic Image Editing PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 75bf9dd2-b566-4487-9838-7d9c86bce491 · inbound
Editor's Choice: Evaluating Abstract Intent in Image Editing through Atomic Entity Analysis PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 941ccd5a-e734-42dd-a537-b206a09f4703 · inbound
Aurora: Unified Video Editing with a Tool-Using Agent PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6263acd8-b4cf-47ad-bedd-630a9f408f0c · inbound
Qwen-Image-Agent: Bridging the Context Gap in Real-World Image Generation PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation be0df288-8309-4bef-bd60-a04c304bf020 · inbound
Qwen-Image-Agent: Bridging the Context Gap in Real-World Image Generation PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.