Paper Citation Record · LEDGER

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback

As of 8 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 3 inbound Pith citation observations for arXiv:2505.17908.

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

pith.paper-citation-record.v1
2505.17908 v1

Coverage vector

measured 80 of 80 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:42:16.933550Z

measured 83 of 83 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T22:12:53.080573Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T14:28:31.243869Z

Reference resolution

80 of 80 outbound references displayed

verified exact0
verified fuzzy27
unresolved53
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4e0d43f3-9f69-4b1f-9604-a8f2f252ec1b · outbound

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

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:11.853709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f97483f-54c6-4af7-8fd7-8bd250450324 · outbound

This paper cites Scaling rectified flow transformers for high-resolution image synthesis.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Scaling rectified flow transformers for high-resolution image synthesis

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:11.905253Z

Source-reported events for the cited work

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Observation 9f489779-c5ba-47f8-ad1e-c2e39fe298b9 · outbound

This paper cites Flux, 2024.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Flux, 2024

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:11.965326Z

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Observation ef7678b9-f6db-47a2-a248-d0e16b2a23ce · outbound

This paper cites Instructpix2pix: Learning to follow image editing instructions.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Instructpix2pix: Learning to follow image editing instructions

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:11.995297Z

Source-reported events for the cited work

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Observation 121c8ca6-4164-485b-baa0-0944e0158b0d · outbound

This paper cites Cosxl, 2024.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Cosxl, 2024

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:23.583681Z

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 c936837a-3944-457b-862e-a1b0a8af88db · outbound

This paper cites Smartedit: Exploring complex instruction-based image editing with multimodal large language models.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Smartedit: Exploring complex instruction-based image editing with multimodal large language models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:12.141290Z

Source-reported events for the cited work

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Observation c956f215-9c3c-4417-a0c8-dd6e3ecfda7f · outbound

This paper cites LTX-Video: Realtime Video Latent Diffusion.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback LTX-Video: Realtime Video Latent Diffusion

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:12.192771Z

Source-reported events for the cited work

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Observation ab617e42-13c0-45ee-8f97-e973d8666632 · outbound

This paper cites Hunyuanvideo, 2024.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Hunyuanvideo, 2024

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:23.417342Z

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 43b202dc-3c81-4b69-9634-d8248fb0f4be · outbound

This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Wan: Open and Advanced Large-Scale Video Generative Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:12.353619Z

Source-reported events for the cited work

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Observation f5632dc7-21c4-49da-9b11-0e0bff4bebd1 · outbound

This paper cites SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:12.439669Z

Source-reported events for the cited work

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Observation 3d964dda-d7f2-49e8-bc33-e7b7185aab8e · outbound

This paper cites Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:12.503877Z

Source-reported events for the cited work

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Observation c9887bfd-010f-452f-aed6-0082d6982958 · outbound

This paper cites GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:12.548057Z

Source-reported events for the cited work

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Observation b786bf63-8890-4ab5-bdce-108dee272af6 · outbound

This paper cites gpt-image-1, 2025.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback gpt-image-1, 2025

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:23.313369Z

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 60df4fee-6f1a-4efc-815d-b8b36d2084fd · outbound

This paper cites GPT-ImgEval: A Comprehensive Benchmark for Diagnosing GPT4o in Image Generation.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback GPT-ImgEval: A Comprehensive Benchmark for Diagnosing GPT4o in Image Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:12.706007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1ad01cb-1ff8-4a36-ba5a-57859068ae68 · outbound

This paper cites ComfyGen: Prompt-Adaptive Workflows for Text-to-Image Generation.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback ComfyGen: Prompt-Adaptive Workflows for Text-to-Image Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:12.765489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 996ecb52-d5fb-4d92-a3f2-715fa8193b0e · outbound

This paper cites Comfybench: Benchmark- ing llm-based agents in comfyui for autonomously designing collaborative ai systems.URL https://arxiv.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Comfybench: Benchmark- ing llm-based agents in comfyui for autonomously designing collaborative ai systems.URL https://arxiv

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:12.872138Z

Source-reported events for the cited work

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Observation 8700f045-5d0f-4025-aec5-7c666da3e3cc · outbound

This paper cites ComfyUI: A powerful and modular stable-diffusion gui.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback ComfyUI: A powerful and modular stable-diffusion gui

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:23.151475Z

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 407198f4-8c4e-48bd-863c-71cc228ef604 · outbound

This paper cites Retrieval-augmented generation for knowledge- intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474, 2020.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Retrieval-augmented generation for knowledge- intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474, 2020

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.032951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5097ea4c-4d8e-4347-9264-0040df4dcb07 · outbound

This paper cites Adding conditional control to text-to-image diffusion models.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Adding conditional control to text-to-image diffusion models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.087728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab280377-9bf4-4f60-bd1f-a8ae74c7192d · outbound

This paper cites IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.183379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbca052e-adfd-44dc-82ee-66c29f0c5b75 · outbound

This paper cites An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.262808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a02e1de-7491-4ff5-a4d6-f26447400d95 · outbound

This paper cites JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.362276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27b32240-b36c-4c41-a714-29b4c8fb567c · outbound

This paper cites Chameleon: Mixed-Modal Early-Fusion Foundation Models.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.444340Z

Source-reported events for the cited work

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Observation 3ce2af65-f4eb-4a27-b801-262d26eccc18 · outbound

This paper cites Emu3: Next-Token Prediction is All You Need.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Emu3: Next-Token Prediction is All You Need

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.527325Z

Source-reported events for the cited work

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Observation 3267b4ec-4ba5-444c-a6b9-3829f48f0283 · outbound

This paper cites VILA-U: a Unified Foundation Model Integrating Visual Understanding and Generation.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback VILA-U: a Unified Foundation Model Integrating Visual Understanding and Generation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.619977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c803fd1-ea1b-44a2-a64f-5461a3b4134b · outbound

This paper cites Show-o: One Single Transformer to Unify Multimodal Understanding and Generation.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.720019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6476030-a421-4f75-9e33-c9d7a477eed6 · outbound

This paper cites MonoFormer: One Transformer for Both Diffusion and Autoregression.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback MonoFormer: One Transformer for Both Diffusion and Autoregression

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.772497Z

Source-reported events for the cited work

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Observation eac4c482-d5f4-446a-b53d-478e2ad55cbe · outbound

This paper cites OmniGen: Unified Image Generation.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback OmniGen: Unified Image Generation

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.861775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34a589a1-7371-4f8d-9107-a15849a90214 · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.961082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dae16c57-7382-4f8b-a655-fc5d447116ca · outbound

This paper cites AutoGPT.https://github.com/Significant-Gravitas/AutoGPT, 2023.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback AutoGPT.https://github.com/Significant-Gravitas/AutoGPT, 2023

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:22.983271Z

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 b53e2630-ff75-42ad-b133-5dfaaf49dfb3 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:14.082472Z

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Observation f0f88fae-bab7-478c-be2a-33c378a5d274 · outbound

This paper cites OpenAgents: An Open Platform for Language Agents in the Wild.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback OpenAgents: An Open Platform for Language Agents in the Wild

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:14.167553Z

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Observation 97f040bc-83c6-4c22-b1dc-9b47f9fef0c2 · outbound

This paper cites Re- act: Synergizing reasoning and acting in language models.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Re- act: Synergizing reasoning and acting in language models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:14.246185Z

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Observation 55322f1e-b849-49fe-974a-cc3e0b8fe8be · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:14.314395Z

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Observation cb47c67d-6734-48d6-b624-06eb016b9cdc · outbound

This paper cites Flux.1-redux-dev, 2024.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Flux.1-redux-dev, 2024

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:22.836978Z

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 f9820b87-3db6-47eb-87f4-8c1858dc9181 · outbound

This paper cites ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:14.436559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18537219-0620-4a3d-9adc-cbd428abcb4e · outbound

This paper cites Segment anything.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Segment anything

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:22.694430Z

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 f726654e-9d7e-400c-a045-f27ac2d39fda · outbound

This paper cites SAM 2: Segment Anything in Images and Videos.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback SAM 2: Segment Anything in Images and Videos

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:14.567092Z

Source-reported events for the cited work

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Observation c19ec8c8-6135-4149-8d63-52d0bccc7059 · outbound

This paper cites React: Synergizing reasoning and acting in language models.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback React: Synergizing reasoning and acting in language models

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:22.542589Z

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 ea4d5b4b-610b-4ebd-8245-6b4e925ce19e · outbound

This paper cites Geneval: An object-focused framework for evaluating text-to-image alignment.Advances in Neural Information Processing Systems, 36:52132–52152, 2023.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Geneval: An object-focused framework for evaluating text-to-image alignment.Advances in Neural Information Processing Systems, 36:52132–52152, 2023

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:14.680592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fe01462-5f03-4c9b-8c91-9301c234a943 · outbound

This paper cites Language models are few-shot learners.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Language models are few-shot learners

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:14.753575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cf2abd1-23b7-4e0e-9478-e1d94306c630 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:14.791553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21883778-3bcb-489e-8c6f-78c87da71cb6 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:14.835848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efc979b6-2a8f-4dd7-ac45-49b35dcdcd67 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback High-resolution image synthesis with latent diffusion models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:14.889713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7811eb9d-a81f-4d73-b6cc-c3e2d01c89ba · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:14.930381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 047f94c7-6cf7-4353-abce-7e788899fc98 · outbound

This paper cites Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:15.014923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93355edb-b6cb-4f20-95bd-c8b0530d506a · outbound

This paper cites World model on million-length video and language with ringattention.arXiv e-prints, pages arXiv–2402, 2024.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback World model on million-length video and language with ringattention.arXiv e-prints, pages arXiv–2402, 2024

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:15.058408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 607ac154-c566-4875-9c0e-5644832e2e5a · outbound

This paper cites Guiding Instruction-based Image Editing via Multimodal Large Language Models.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Guiding Instruction-based Image Editing via Multimodal Large Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:15.110010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 846ba316-977d-4b53-9e16-3ea75b525a3a · outbound

This paper cites Magicbrush: A manually annotated dataset for instruction-guided image editing.Advances in Neural Information Processing Systems, 36:31428–31449, 2023.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Magicbrush: A manually annotated dataset for instruction-guided image editing.Advances in Neural Information Processing Systems, 36:31428–31449, 2023

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:15.166819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8f24844-566c-44fe-9aa9-d318806cf511 · outbound

This paper cites WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:15.217778Z

Source-reported events for the cited work

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Observation 01ee081b-d1ad-4cfe-8d57-84551f0b855d · outbound

This paper cites PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:15.263779Z

Source-reported events for the cited work

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Observation 0fa48ef7-2e71-4413-a217-d20323d6a3f7 · outbound

This paper cites Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:15.348189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f82f7973-daeb-4c91-8e21-88af5fb17ed7 · outbound

This paper cites Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:15.410916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61ec39f8-fb17-4164-9cf8-2ff05bc9d057 · outbound

This paper cites A close-up of an old scholar's hands delicately flipping the pages of an ancient manuscript.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback A close-up of an old scholar's hands delicately flipping the pages of an ancient manuscript

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:22.304394Z

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 3e528073-9070-4bbb-8766-7eca5b1c18df · outbound

This paper cites A lively marketplace where children laugh and vendors showcase colorful handmade goods under warm sunlight.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback A lively marketplace where children laugh and vendors showcase colorful handmade goods under warm sunlight

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:22.127450Z

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 1cd0564f-1c53-4cdf-929a-244fd76a402d · outbound

This paper cites A hacker in a hooded jacket, surrounded by glowing holographic data streams in a futuristic Tokyo street.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback A hacker in a hooded jacket, surrounded by glowing holographic data streams in a futuristic Tokyo street

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:21.943540Z

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 e44c6a4c-a62b-4763-9842-8ac9aabcada1 · outbound

This paper cites an unresolved cited work.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:42:21.757447Z

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 2271502c-178a-46e3-9279-e039a37eb0ec · outbound

This paper cites an unresolved cited work.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:42:21.632079Z

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 5132d206-6614-4f51-8654-a966443b4a93 · outbound

This paper cites an unresolved cited work.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:42:21.531117Z

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 52499fa0-4d91-45be-a5bc-501bfc6292f1 · outbound

This paper cites an unresolved cited work.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:42:21.378812Z

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 1c93a870-a4fa-4608-a70e-bc6b4e07bb14 · outbound

This paper cites an unresolved cited work.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:42:21.195549Z

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 f79b8e28-7f9d-43c0-8a66-521ffd754acf · outbound

This paper cites an unresolved cited work.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:42:21.071123Z

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 ca5376c2-3124-40e2-8029-922be4157bf5 · outbound

This paper cites If no suitable workflow can proceed with the task, return a failure signal.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback If no suitable workflow can proceed with the task, return a failure signal

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:20.967981Z

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 f83de488-6088-4570-ba72-db8f911c121f · outbound

This paper cites Think step by step: if only one workflow call is needed, remaining_steps = 0.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Think step by step: if only one workflow call is needed, remaining_steps = 0

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:20.855176Z

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 58e2dbf8-b31a-47c3-bb96-57d3097ec0d4 · outbound

This paper cites The Object.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback The Object

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:20.726968Z

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 d7dca5bd-8048-40a0-89c2-741954c43765 · outbound

This paper cites an unresolved cited work.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:42:20.500492Z

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 bcb3a00a-f962-43d6-86e3-533b041a49ff · outbound

This paper cites an unresolved cited work.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:42:20.322741Z

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 61357ec3-c684-4345-a1b8-72a5b6611de7 · outbound

This paper cites Replace Object.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Replace Object

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:20.171736Z

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 b5cea2de-34d3-4011-ad12-4422e9f966d3 · outbound

This paper cites Create a video of the cityscape with the perspective changing based on the image.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Create a video of the cityscape with the perspective changing based on the image

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:19.967879Z

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 825fad03-02d9-4469-9722-d2313977bbc2 · outbound

This paper cites Totally follow the JSON schema of the input.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Totally follow the JSON schema of the input

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:19.765109Z

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 cb5168c7-c2fa-4111-91b9-cbda32e59867 · outbound

This paper cites Then add the content of the new added input parameters and them to instruction.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Then add the content of the new added input parameters and them to instruction

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:19.670618Z

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 11d3f2b1-a86e-496f-a592-682e46439170 · outbound

This paper cites For example, the user asked you to generate an image first and then upscale it.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback For example, the user asked you to generate an image first and then upscale it

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:19.521554Z

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 3786bf0f-cf65-47f5-98ef-f2c21d398633 · outbound

This paper cites For example, The instruction:generate an image with a resolution of XXX or a video with a duration of XXX.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback For example, The instruction:generate an image with a resolution of XXX or a video with a duration of XXX

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:19.264138Z

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 3752f004-dfe5-42d5-a159-616da2fc2d61 · outbound

This paper cites file_meta_info.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback file_meta_info

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:19.008268Z

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 9151d0c8-366f-450a-8a25-b0b8f5ea76e8 · outbound

This paper cites the image, the video, ...etc.).

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback the image, the video, ...etc.)

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:18.803049Z

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 5f6d61ab-bbe9-4e77-be99-3121d3450eeb · outbound

This paper cites - Identify any specific features or areas relevant to the user's request (e.g., determining where to place an object like a small dog).

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback - Identify any specific features or areas relevant to the user's request (e.g., determining where to place an object like a small dog)

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:18.591535Z

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 ceeed1b6-730f-43da-89b3-be6916056a1e · outbound

This paper cites - Ensure you fully grasp the requirements before proceeding with any changes.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback - Ensure you fully grasp the requirements before proceeding with any changes

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:18.414298Z

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 e5589c37-2f90-44d4-85e7-041056907974 · outbound

This paper cites - Identify which hyperparameters control the aspects you need to modify based on the user's request (e.g.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback - Identify which hyperparameters control the aspects you need to modify based on the user's request (e.g

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:18.264842Z

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 7d4bc5ff-bc30-4ded-a628-47b3218e61a9 · outbound

This paper cites - Base your modifications on the analysis of the visual input and the user's specific demands.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback - Base your modifications on the analysis of the visual input and the user's specific demands

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:18.041982Z

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 1a29afc2-56d5-4958-a17b-6eb824dfc533 · outbound

This paper cites - Ensure the output is easy to understand and directly addresses the user's needs.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback - Ensure the output is easy to understand and directly addresses the user's needs

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:42:17.810897Z

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.

Pith citing papers

Observation 73b1e91e-f8af-4c61-84c9-adca9f056bb3 · inbound

CAMEO: A Conditional and Quality-Aware Multi-Agent Image Editing Orchestrator cites this paper.

CAMEO: A Conditional and Quality-Aware Multi-Agent Image Editing Orchestrator ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-13T21:03:20.343024Z

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 fe61b5d0-c3a8-4d75-bddf-da5d2c7af9b0 · inbound

COMFYCLAW: Self-Evolving Skill Harnesses for Image Generation Workflows cites this paper.

COMFYCLAW: Self-Evolving Skill Harnesses for Image Generation Workflows ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:28:31.245356Z

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 8c41e1bb-0f79-4d27-b43e-97c47f31db9f · inbound

Knowledge-Centric Agents for Workflow Generation in ComfyUI cites this paper.

Knowledge-Centric Agents for Workflow Generation in ComfyUI ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T22:12:53.080573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.