RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation | Paper Citation Record

Observation e266709e-355e-45ea-b8dc-3d50e8ec0c04 · outbound

This paper cites GPT-4 Technical Report.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation GPT-4 Technical Report

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Observation c1329692-d50b-4e13-a0cf-1f83fb474ee8 · outbound

This paper cites Cross-image attention for zero- shot appearance transfer.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Cross-image attention for zero- shot appearance transfer

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Observation 485a6cdb-665a-42f1-a0c5-6030b9be67c9 · outbound

This paper cites Break-a-scene: Extracting multiple concepts from a single image.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Break-a-scene: Extracting multiple concepts from a single image

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Observation b819adf7-286a-4a83-9a3c-abdf38596b1a · outbound

This paper cites Spatext: Spatio-textual representation for con- trollable image generation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Spatext: Spatio-textual representation for con- trollable image generation

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Observation b118e7f7-8aee-428d-8afb-e2fde7339934 · outbound

This paper cites Stable flow: Vital layers for training-free image editing.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Stable flow: Vital layers for training-free image editing

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Observation 055b30d6-7348-4fe1-a69c-def567508852 · outbound

This paper cites Universal guidance for diffusion models.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Universal guidance for diffusion models

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Observation 1f1c8c7c-d4c0-46ea-adec-9eed02116cbe · outbound

This paper cites In- structpix2pix: Learning to follow image editing instructions.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation In- structpix2pix: Learning to follow image editing instructions

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Observation 5bfa0b53-e0bb-4826-b429-e5f657d84ff9 · outbound

This paper cites Masactrl: Tuning-free mutual self-attention control for consistent image synthesis and editing.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Masactrl: Tuning-free mutual self-attention control for consistent image synthesis and editing

Reference 8

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Observation 3923c41a-307f-4c86-ae6b-b195fe61ff3e · outbound

This paper cites an unresolved cited work.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Unresolved cited work

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Observation 4220aeca-190d-4366-a172-67ef3fbafbe4 · outbound

This paper cites Emerg- ing properties in self-supervised vision transformers.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Emerg- ing properties in self-supervised vision transformers

Reference 10

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Observation 055474b9-420c-4920-9826-d8f7ff26d599 · outbound

This paper cites Training-free layout control with cross-attention guidance.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Training-free layout control with cross-attention guidance

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Observation 847263c7-9b2d-4a62-8291-c8557a096088 · outbound

This paper cites Unireal: Universal image generation and editing via learn- ing real-world dynamics.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Unireal: Universal image generation and editing via learn- ing real-world dynamics

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Observation de956882-21f6-4208-906a-6f4e5e8a8827 · outbound

This paper cites Style in- jection in diffusion: A training-free approach for adapting large-scale diffusion models for style transfer.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Style in- jection in diffusion: A training-free approach for adapting large-scale diffusion models for style transfer

Reference 13

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Observation 0368fc1c-f792-45bb-a362-91658d163183 · outbound

This paper cites Diffedit: Diffusion-based semantic image editing with mask guidance.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Diffedit: Diffusion-based semantic image editing with mask guidance

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Observation 17f87e2d-1548-48fe-af4c-648d84336dec · outbound

This paper cites Fluxs- pace: Disentangled semantic editing in rectified flow trans- formers, 2024.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Fluxs- pace: Disentangled semantic editing in rectified flow trans- formers, 2024

Reference 15

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Observation 533a0ae2-12b7-4073-8309-e4f94d059899 · outbound

This paper cites Freecustom: Tuning- free customized image generation for multi-concept compo- sition.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Freecustom: Tuning- free customized image generation for multi-concept compo- sition

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Observation e62d770b-8e43-4065-a31b-013a6ccf51a5 · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation An image is worth 16x16 words: Transformers for image recognition at scale

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Observation c374d79d-171e-41fc-94c7-0f961b4497d4 · outbound

This paper cites Efros, and Aleksander Holynski.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Efros, and Aleksander Holynski

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Observation b9bd1199-f3ce-4610-8ef3-f314c34b6883 · outbound

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

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Scaling rec- tified flow transformers for high-resolution image synthesis

Reference 19

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Observation 220c09bf-79dc-43bc-b604-5052a5e62ae2 · outbound

This paper cites Personalize Anything for Free with Diffusion Transformer.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Personalize Anything for Free with Diffusion Transformer

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Observation e3bf6a9d-8b53-47ec-8d19-d235ae651301 · outbound

This paper cites Dit4edit: Diffusion transformer for image editing.Proceedings of the AAAI Conference on Artificial Intelligence, 39(3):2969– 2977, 2025.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Dit4edit: Diffusion transformer for image editing.Proceedings of the AAAI Conference on Artificial Intelligence, 39(3):2969– 2977, 2025

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Observation 59eddcce-5385-4164-aa45-28cdd65f634e · outbound

This paper cites Dream- sim: Learning new dimensions of human visual similarity using synthetic data.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Dream- sim: Learning new dimensions of human visual similarity using synthetic data

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Observation dd5cc86a-a996-4b63-988f-6390265380f7 · outbound

This paper cites An image is worth one word: Personalizing text-to-image gener- ation using textual inversion.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation An image is worth one word: Personalizing text-to-image gener- ation using textual inversion

Reference 23

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Observation 74a73dd8-7a0e-4b3a-9595-ad86050dfd48 · outbound

This paper cites Instructdiffusion: A generalist modeling interface for vision tasks.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Instructdiffusion: A generalist modeling interface for vision tasks

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Observation 7b2706ca-8c6b-476a-ab0c-20984ababe23 · outbound

This paper cites Eye-for-an-eye: Appearance transfer with semantic correspondence in diffusion models, 2024.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Eye-for-an-eye: Appearance transfer with semantic correspondence in diffusion models, 2024

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Observation 8131ffcc-72c9-4787-9074-53554c20a5ae · outbound

This paper cites Pair diffusion: A comprehensive multimodal object-level image editor.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Pair diffusion: A comprehensive multimodal object-level image editor

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Observation a75d61d2-ab5c-4f72-98ac-b48999b4e8a8 · outbound

This paper cites Ace: All-round creator and editor following instructions via diffu- sion transformer, 2024.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Ace: All-round creator and editor following instructions via diffu- sion transformer, 2024

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Observation 5e8552ed-c88b-486c-a147-3b3df9138c98 · outbound

This paper cites Prompt-to-prompt image editing with cross attention control.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Prompt-to-prompt image editing with cross attention control

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Observation 2935d79f-702f-4c04-9f23-097ffb9e1623 · outbound

This paper cites Classifier-free diffusion guidance.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Classifier-free diffusion guidance

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Observation 9c4ba7a9-91be-4c4b-90c3-8672b09f3cef · outbound

This paper cites Denoising dif- fusion probabilistic models.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Denoising dif- fusion probabilistic models

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Observation 91f10378-36e5-41da-a7b9-dcbc154e9264 · outbound

This paper cites Cascaded diffu- sion models for high fidelity image generation.Journal of Machine Learning Research (JMLR), 2022.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Cascaded diffu- sion models for high fidelity image generation.Journal of Machine Learning Research (JMLR), 2022

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Observation 7014afd6-c2ba-42d9-b7ab-b9ff4e827e3e · outbound

This paper cites Anchor token matching: Im- plicit structure locking for training-free ar image editing.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Anchor token matching: Im- plicit structure locking for training-free ar image editing

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Observation 4f5f8f89-791b-4a2f-8469-4841e2776558 · outbound

This paper cites Attenst: A training-free attention-driven style trans- fer framework with pre-trained diffusion models, 2025.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Attenst: A training-free attention-driven style trans- fer framework with pre-trained diffusion models, 2025

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Observation d417ddfe-01a1-46a2-bd0b-401645070aca · outbound

This paper cites Image-to-image translation with conditional adver- sarial networks.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Image-to-image translation with conditional adver- sarial networks

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RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Unresolved cited work

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Observation 9dd0bda8-899a-44b4-b418-c4e48a7c5bb5 · outbound

This paper cites Elucidating the design space of diffusion-based generative models.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Elucidating the design space of diffusion-based generative models

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Observation 61aa3e54-646c-4d8a-bf29-25922a5651a3 · outbound

This paper cites Dif- fusionclip: Text-guided diffusion models for robust image manipulation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Dif- fusionclip: Text-guided diffusion models for robust image manipulation

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Observation b88d9e29-608c-4d98-97db-77b32fa67cd2 · outbound

This paper cites Dense text-to-image generation with attention modulation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Dense text-to-image generation with attention modulation

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Observation 48a8d58d-4137-4c06-a0ed-d044a1fa04f2 · outbound

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RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Diffusion-based image translation using disentangled style and content representa- tion

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Observation 9e0c75a1-a7ea-4ddf-85f7-b35930176e25 · outbound

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RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Unresolved cited work

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Observation 81b9b68e-b717-4d50-a74a-37720962dc1d · outbound

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RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Flux.1 kontext: Flow matching for in-context image generation and editing in latent space,

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Observation f516df46-1b36-4140-91cb-31377f0446fe · outbound

This paper cites Le, Tuan Pham, Sangho Lee, Christopher Clark, Aniruddha Kembhavi, Stephan Mandt, Ranjay Krishna, and Jiasen Lu.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Le, Tuan Pham, Sangho Lee, Christopher Clark, Aniruddha Kembhavi, Stephan Mandt, Ranjay Krishna, and Jiasen Lu

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Observation 13fb5b3a-65d1-4568-ade7-d84ab7f10f58 · outbound

This paper cites Scribble-guided diffusion for training- free text-to-image generation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Scribble-guided diffusion for training- free text-to-image generation

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Observation 95650980-fe03-421c-b60c-6394730e1a59 · outbound

This paper cites Control and realism: Best of both worlds in layout-to-image without training.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Control and realism: Best of both worlds in layout-to-image without training

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Observation 2790d098-00aa-493c-9028-770bc66b8674 · outbound

This paper cites Blip-diffusion: Pre-trained subject representation for controllable text-to- image generation and editing.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Blip-diffusion: Pre-trained subject representation for controllable text-to- image generation and editing

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Observation c09a79db-1b83-4a3d-b1ae-3a4cb9a3e29c · outbound

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RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Controlnet++: Improving conditional controls with efficient consistency feedback

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Observation 960a6e60-2c2d-4e2d-8ead-6536d116ef13 · outbound

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RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Gligen: Open-set grounded text-to-image generation

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.519194Z

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Observation 20c52763-bc6f-44e0-b33b-c82b4074c6b2 · outbound

This paper cites Freecontrol: Efficient, training-free structural con- trol via one-step attention extraction.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Freecontrol: Efficient, training-free structural con- trol via one-step attention extraction

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.506538Z

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Observation 6a26d6cb-a69f-4d0c-af21-91379ce08e41 · outbound

This paper cites Ctrl-x: Controlling structure and appear- ance for text-to-image generation without guidance.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Ctrl-x: Controlling structure and appear- ance for text-to-image generation without guidance

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.493565Z

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Observation 624db162-15ca-4b87-9a98-44d161ffc86b · outbound

This paper cites Flow straight and fast: Learning to generate and transfer data with rectified flow, 2023.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Flow straight and fast: Learning to generate and transfer data with rectified flow, 2023

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.480812Z

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Observation 92d9a21c-d500-47dc-a4ec-6f284458b49f · outbound

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RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Dpm-solver: A fast ode solver for diffu- sion probabilistic model sampling in around 10 steps

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.468254Z

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Observation cdd062f3-4148-4142-8f47-d8c8b8cc626b · outbound

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RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Latent consistency models: Synthesizing high- resolution images with few-step inference, 2023

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.456444Z

Source-reported events for the cited work

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Observation 029bdc42-df15-40f5-9af2-1b4ee6d90719 · outbound

This paper cites Hpsv3: Towards wide-spectrum human pref- erence score.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Hpsv3: Towards wide-spectrum human pref- erence score

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.443958Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cd6fd799-6b59-4c5e-9cf0-3e5a4ee95f9a · outbound

This paper cites Sdedit: Guided image synthesis and editing with stochastic differential equa- tions.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Sdedit: Guided image synthesis and editing with stochastic differential equa- tions

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.431156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1405355d-3c07-4a1b-9126-56f32216a6d1 · outbound

This paper cites Freecontrol: Training-free spatial control of any text-to-image diffusion model with any condition.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Freecontrol: Training-free spatial control of any text-to-image diffusion model with any condition

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.418526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fedd7da2-9b7d-4ec3-8029-8d09c57a5bee · outbound

This paper cites T2i-adapter: Learn- ing adapters to dig out more controllable ability for text-to- image diffusion models.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation T2i-adapter: Learn- ing adapters to dig out more controllable ability for text-to- image diffusion models

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.406467Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4babbe34-66e4-4906-9c59-7551354d83f3 · outbound

This paper cites K-lora: Unlock- ing training-free fusion of any subject and style loras.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation K-lora: Unlock- ing training-free fusion of any subject and style loras

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.392800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 47cf10d6-8c6b-436e-9101-2703203fac3e · outbound

This paper cites Semantic image synthesis with spatially-adaptive normalization.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Semantic image synthesis with spatially-adaptive normalization

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.379168Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 89bd3eb1-85c4-43f4-9d94-80b24ac4806b · outbound

This paper cites Zero-shot image-to-image translation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Zero-shot image-to-image translation

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.365639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bef0e505-d58c-4249-b168-27a2004c3275 · outbound

This paper cites Scalable diffusion models with transformers.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Scalable diffusion models with transformers

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.352087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fa5a37cc-e600-47bf-b8eb-e8fd20de525d · outbound

This paper cites Pham, Jingye Chen, and Qifeng Chen.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Pham, Jingye Chen, and Qifeng Chen

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.339443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c9cfd424-ec8e-4fd9-a5b0-97aa92f65932 · outbound

This paper cites Orthogonal adaptation for modular customization of diffusion models.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Orthogonal adaptation for modular customization of diffusion models

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.327339Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9eef02a9-41c2-4367-ba2a-de320f2c1c73 · outbound

This paper cites SDXL: Improving latent diffusion models for high-resolution image synthesis.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation SDXL: Improving latent diffusion models for high-resolution image synthesis

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.315568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 87ff7e98-e8a8-48e2-bc91-3b10a5c1607f · outbound

This paper cites Learn- ing transferable visual models from natural language su- pervision.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Learn- ing transferable visual models from natural language su- pervision

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.303233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 47adc399-c8fa-42b4-bf51-3737dbba611c · outbound

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

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T20:24:55.364539Z

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Unavailable: canonical work link unavailable.

Observation 6c76d348-7d10-444f-a921-e0491374ae6f · outbound

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

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation High-resolution image synthesis with latent diffusion models

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.291610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eae5be58-37b1-47f5-bfb8-f776d2ebfc94 · outbound

This paper cites U-net: Convolutional networks for biomedical image segmentation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation U-net: Convolutional networks for biomedical image segmentation

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.278787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aec79a41-6ec4-4772-ba48-515d69891350 · outbound

This paper cites Rb-modulation: Training-free stylization using reference-based modulation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Rb-modulation: Training-free stylization using reference-based modulation

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.265352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a2166379-bc7b-48e3-b6bf-b447ee331d5e · outbound

This paper cites Dreambooth: Fine tuning text-to-image diffusion models for subject-driven generation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Dreambooth: Fine tuning text-to-image diffusion models for subject-driven generation

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.252920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 537bf2ba-c88d-4fee-8c56-feda37266a81 · outbound

This paper cites Hyperdreambooth: Hypernetworks for fast personalization of text-to-image models.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Hyperdreambooth: Hypernetworks for fast personalization of text-to-image models

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.241435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0d832540-4ce0-4f70-ac7a-63d09e6fe44e · outbound

This paper cites Palette: Image-to-image diffusion models.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Palette: Image-to-image diffusion models

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.227872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9c3f62d6-e031-4f35-b656-47b1d7698bc4 · outbound

This paper cites Photorealistic text-to-image diffusion models with deep language understanding.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Photorealistic text-to-image diffusion models with deep language understanding

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.215554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 69f8e184-7542-414e-83a8-dad600acfb3f · outbound

This paper cites Emu edit: Precise image editing via recognition and gener- ation tasks.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Emu edit: Precise image editing via recognition and gener- ation tasks

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.203089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9843ef30-ec77-43c7-b96d-bf12ef3c653c · outbound

This paper cites De- noising diffusion implicit models.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation De- noising diffusion implicit models

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.189793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5b9da0b5-8910-4774-8c02-a17891e457bb · outbound

This paper cites Consistency models.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Consistency models

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.176988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fd29e967-4114-4e4d-b2de-d264cf3648c7 · outbound

This paper cites Dual diffusion implicit bridges for image-to-image translation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Dual diffusion implicit bridges for image-to-image translation

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.164931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1bcbe839-d806-47ad-8353-1327d10a478d · outbound

This paper cites Ominicontrol: Minimal and universal control for diffusion transformer.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Ominicontrol: Minimal and universal control for diffusion transformer

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.152905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e9a960a3-7627-4871-88ce-b2da58e6929c · outbound

This paper cites OminiControl2: Efficient Conditioning for Diffusion Transformers.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation OminiControl2: Efficient Conditioning for Diffusion Transformers

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-06T20:24:55.418820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1006352-9c35-416f-8b68-3b934f468526 · outbound

This paper cites Add-it: Training-free object inser- tion in images with pretrained diffusion models.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Add-it: Training-free object inser- tion in images with pretrained diffusion models

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.141405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ab3a586d-1d3f-4d8b-aba0-80ba618e2810 · outbound

This paper cites Guide-and-rescale: Self- guidance mechanism for effective tuning-free real image editing.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Guide-and-rescale: Self- guidance mechanism for effective tuning-free real image editing

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.128545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a378d218-8ff4-4248-833b-564ab939b5d1 · outbound

This paper cites Splicing ViT features for semantic appearance transfer.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Splicing ViT features for semantic appearance transfer

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.115871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation accdbfcd-734f-4fa6-94ec-83f4126ab00d · outbound

This paper cites Plug-and-play diffusion features for text-driven image-to- image translation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Plug-and-play diffusion features for text-driven image-to- image translation

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.103280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cc3161d0-5cef-4c4b-9dc0-6abf21f778f4 · outbound

This paper cites Diffusers: State-of-the-art diffu- sion models.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Diffusers: State-of-the-art diffu- sion models

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.090597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9ecec232-1529-4f0c-8e49-8b75efcf6708 · outbound

This paper cites Taming rectified flow for inversion and editing.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Taming rectified flow for inversion and editing

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.077209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3f931160-5402-467d-98f4-17128d193c34 · outbound

This paper cites Fleet, Radu Soricut, Jason Baldridge, Mo- hammad Norouzi, Peter Anderson, and William Chan.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Fleet, Radu Soricut, Jason Baldridge, Mo- hammad Norouzi, Peter Anderson, and William Chan

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.063153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a30c6caa-e7a2-4129-b528-9a7ae2f176a8 · outbound

This paper cites Instancediffusion: Instance- level control for image generation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Instancediffusion: Instance- level control for image generation

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.049945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4b74cc81-6479-4344-a7e8-b57a3d5a6336 · outbound

This paper cites Event-customized image generation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Event-customized image generation

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.036191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 522d2c98-46dc-4308-a0b4-06447d0dd1f5 · outbound

This paper cites Training-free dense-aligned diffusion guidance for modular conditional image synthesis.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Training-free dense-aligned diffusion guidance for modular conditional image synthesis

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:56.023407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1812adaf-4bc6-43e5-9448-393b37afd95f · outbound

This paper cites an unresolved cited work.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:24:56.010988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 255e6fe5-90fc-499b-acce-17b6100e686b · outbound

This paper cites Qwen-image technical report,.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Qwen-image technical report,

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-06T20:24:55.470098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb004c59-db39-4231-9f15-10b846ac1c48 · outbound

This paper cites Omnigen2: Exploration to advanced multimodal generation,.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Omnigen2: Exploration to advanced multimodal generation,

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:55.991151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 099b8b4e-5c8b-4af2-9252-0fe1a159a5e7 · outbound

This paper cites Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-06T20:24:55.478869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17bc27b2-8711-45a0-a138-558c55fbb0c4 · outbound

This paper cites Dreamomni: Unified image generation and editing.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Dreamomni: Unified image generation and editing

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:55.979628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9299858d-c3a7-41bb-989c-2e20e2f857d0 · outbound

This paper cites R&b: Region and boundary aware zero-shot grounded text-to-image generation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation R&b: Region and boundary aware zero-shot grounded text-to-image generation

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:55.967993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d8152988-beab-4dba-b0e9-7a90ac043f64 · outbound

This paper cites Omnigen: Unified image gener- ation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Omnigen: Unified image gener- ation

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:55.954994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d604960e-4e1a-477e-884f-f74ae1b07331 · outbound

This paper cites Boxdiff: Text-to-image synthesis with training-free box-constrained diffusion.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Boxdiff: Text-to-image synthesis with training-free box-constrained diffusion

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:55.943467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5b039525-bd97-4a5c-aaf5-f85dd4d3d2c8 · outbound

This paper cites Anyrefill: A unified, data- efficient framework for left-prompt-guided vision tasks,.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Anyrefill: A unified, data- efficient framework for left-prompt-guided vision tasks,

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:55.931415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6e82d324-17da-45a4-83b5-8f9e4b8d3fdc · outbound

This paper cites Imagere- ward: Learning and evaluating human preferences for text- to-image generation.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Imagere- ward: Learning and evaluating human preferences for text- to-image generation

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:55.918919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c41745bb-fb74-49ba-b467-a6dc6ff93970 · outbound

This paper cites Unveil inversion and invariance in flow transformer for versatile image editing.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Unveil inversion and invariance in flow transformer for versatile image editing

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:55.906896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c279068a-2cf5-47c7-a559-053d2fc529aa · outbound

This paper cites Inversion-free image editing with natural language.

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation Inversion-free image editing with natural language

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:24:55.894544Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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