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Paper Citation Record · LEDGER

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing

As of 5 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 1 inbound Pith citation observation for arXiv:2604.25477.

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

pith.paper-citation-record.v1
2604.25477 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-07T16:44:23.162726Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T12:46:26.361155Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

63 of 63 outbound references displayed

  • verified exact40
  • verified fuzzy23
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 73740e02-0d96-42af-b0d1-c863b672fd23 · outbound

This paper cites Qwen-image technical report.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Qwen-image technical report

Reference 1

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verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.760044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:9aab99fe6059b6ffecd14ba1de835bb3a99b5b668f67406fb46d7e596d3f8298

Observation da4a5169-94a5-481b-8ab0-f078f695bc58 · outbound

This paper cites Flux.1: Text-to-image synthesis via flow matching.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Flux.1: Text-to-image synthesis via flow matching

Reference 2

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verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.773716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:2f3f589cffa57432ea97b52278538b0c75b7affcd24cb4993e38042eadba37ab

Observation e6407dff-9705-4b86-afee-73f05f1833de · outbound

This paper cites LongCat-Image Technical Report.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing LongCat-Image Technical Report

Reference 3

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verified exact
arxiv_id, observed 2026-05-16T08:04:13.097348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:de8d1798bdf8e9449a4837beba006cdf343d8b760462c1b1ac1f45a3b7ec3be7

Observation cf2b0ef5-1e57-459e-b41a-f72aca7847a8 · outbound

This paper cites Diffusion Models Beat GANs on Image Synthesis.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Diffusion Models Beat GANs on Image Synthesis

Reference 4

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verified exact
arxiv_id, observed 2026-05-13T11:16:28.664120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:1e27f4c36ede2aba552d39831b1d49f8b3f2b4384e2c2b8d6a5297952689937e

Observation 29e42942-a3e1-4ebd-8478-6575cafff5a9 · outbound

This paper cites Diffusion model alignment using direct preference optimization.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Diffusion model alignment using direct preference optimization

Reference 5

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raw_fallback, observed 2026-05-27T01:53:22.770111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:94f83fccabd66dcf2c21f850708a1721fd060d8e3d895c6c9488d9efa5d4f537

Observation 9f34a434-2d96-44b6-ab1d-403f338e664d · outbound

This paper cites Diffusion model-based image editing: A survey.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Diffusion model-based image editing: A survey

Reference 6

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raw_fallback, observed 2026-05-27T01:53:22.752553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:27ea06a214bf32b67dc45426498dc7c0c580a1dbba1d01b85e1613a5bab203c2

Observation cabc0059-27d7-411b-9ee9-83a62f687b16 · outbound

This paper cites Available: https://doi.org/10.1109/TPAMI.2025.3541625.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Available: https://doi.org/10.1109/TPAMI.2025.3541625

Reference 7

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arxiv_id, observed 2026-05-09T01:54:33.528913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:ac58c4bbc819af9437b42146e339ee6367441d8d69f050c412f402115dcb0d1b

Observation f72f2bd4-68eb-4927-84df-9deef36d0aba · outbound

This paper cites Freeedit: Mask-free reference-based image editing with multi-modal instruction.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Freeedit: Mask-free reference-based image editing with multi-modal instruction

Reference 8

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arxiv_id, observed 2026-05-09T01:54:33.337125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:0d41a3d0293b8c3ade13e35cdfd0c53e3760dd22394fd4be949ea0c358ff20e5

Observation ad58f7de-10e7-4ba9-8171-728d7b61b5c1 · outbound

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

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Instructpix2pix: Learning to follow image editing instructions

Reference 9

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raw_fallback, observed 2026-05-27T01:53:22.725917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:99f22925a3825088d460eafd290ba6845d03b08bf6cf097896ab064c170d54e8

Observation bb741fb7-3229-4ecf-a488-0edd62e06dc6 · outbound

This paper cites Opencir: Conditional image repainting with open condition mixture.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Opencir: Conditional image repainting with open condition mixture

Reference 10

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arxiv_id, observed 2026-05-09T01:54:33.440860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:ad8a9757f4d4a884eb8f1ff51de7ae0ce20f9e3d8d9592fc3e51a14c1336a941

Observation 9a8624f9-312b-4bea-a374-182e61e83d85 · outbound

This paper cites Step1X-Edit: A Practical Framework for General Image Editing.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Step1X-Edit: A Practical Framework for General Image Editing

Reference 11

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local_arxiv, observed 2026-05-11T23:36:15.161347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:db30b7d4636a6ddd530a5a1f6189b17226ef814c9b3bce1e8519029d6c20baf6

Observation 828ea5b4-6b90-4c8a-a609-701280c1e461 · outbound

This paper cites ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning

Reference 12

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arxiv_id, observed 2026-05-11T23:36:14.891845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:aea5f01be189412df761a84987ad9c9285ca1e2355d435d35918e8421d0c448f

Observation 3736c31e-088e-43c5-9a0d-6b294d69ec5a · outbound

This paper cites T2i- compbench++: An enhanced and comprehensive benchmark for compositional text-to-image generation.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing T2i- compbench++: An enhanced and comprehensive benchmark for compositional text-to-image generation

Reference 13

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verified exact
arxiv_id, observed 2026-05-09T01:54:33.360355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:8fca9428ef14919356d5f394a3a299dd04329b2f85e1fe2e29bd6f9b6f50dc23

Observation 3afb7641-7d3e-4996-8de2-cc175bde9563 · outbound

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

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models

Reference 14

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arxiv_id, observed 2026-05-11T23:36:14.439069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:340ead95c8d0526efc3526af92d1b0c1e35757d86e1a8c26f4034b2c06e2a07b

Observation 04fc640f-7be7-417c-995c-3be27584dd79 · outbound

This paper cites Editthinker: Unlocking iterative reasoning for any image editor.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Editthinker: Unlocking iterative reasoning for any image editor

Reference 15

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raw_fallback, observed 2026-05-27T01:53:22.742542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:9d6d49bf4a8c67cf4d73af656c653763f294f32b6e74595f99ca1f9c4a7688fa

Observation 16a7fbc1-2d8c-48ad-8c84-ba5171ba6826 · outbound

This paper cites Spatialreward: Verifiable spatial re- ward modeling for fine-grained spatial consistency in text-to- image generation.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Spatialreward: Verifiable spatial re- ward modeling for fine-grained spatial consistency in text-to- image generation

Reference 16

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arxiv_id, observed 2026-05-11T23:36:14.468761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:4293f80c56f1cd0e356571d871bbaa943a1fcdb0066a2dbc59a2be85c72d4cb9

Observation 899c43b0-7284-45d5-8a66-1a0a484e91e6 · outbound

This paper cites Evaluating compositional text-to-image generation: A benchmark and analysis.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Evaluating compositional text-to-image generation: A benchmark and analysis

Reference 17

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raw_fallback, observed 2026-05-27T01:53:22.732948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:941e2b1f1eea414aa3fe1dc9ddb64afee65e3063f88326d097b5fa93983251e1

Observation b303e3d6-e2f8-47f2-ac89-4f9147c95d6b · outbound

This paper cites Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing

Reference 18

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arxiv_id, observed 2026-05-11T23:36:14.352173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:924408eebfb9903084eeeae0b4913098b995ae230ba9d4d4abc43de11793a2e1

Observation 27ecd09a-cb02-4b5f-8f12-068f456b3d98 · outbound

This paper cites Unified Thinker: A General Reasoning Modular Core for Image Generation.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Unified Thinker: A General Reasoning Modular Core for Image Generation

Reference 19

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local_arxiv, observed 2026-05-11T23:36:14.310359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:a3566fa33b304903d4484562f45d18f27f3b8ffb41418c53b337b853336e7060

Observation fc5f3209-64c3-4ef7-ae61-48c2e210d57c · outbound

This paper cites ThinkRL-Edit: Thinking in reinforcement learning for reasoning-centric image editing.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing ThinkRL-Edit: Thinking in reinforcement learning for reasoning-centric image editing

Reference 20

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verified exact
arxiv_id, observed 2026-05-11T23:36:14.406277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:90a257d5ac3888403a95cef8d1a75746f6dc130ac293ad37bed6056f01d41706

Observation 11f8678b-52ee-46bb-a237-a2a095868069 · outbound

This paper cites Thinkgen: Generalized thinking for visual generation.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Thinkgen: Generalized thinking for visual generation

Reference 21

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arxiv_id, observed 2026-05-11T23:36:14.616239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:b4c1872bac4163c97ea296f6016526d75c1b9f68d312d37eb3916678d17c7d37

Observation 0b79ee05-19de-4b75-9059-95910782387a · outbound

This paper cites Reasonedit: Towards reasoning-enhanced image editing models.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Reasonedit: Towards reasoning-enhanced image editing models

Reference 22

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raw_fallback, observed 2026-05-27T01:53:22.710775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:a74127ccac30916f8b90076697a4d732cab08371c07ccbf49dd76a39cecfabc3

Observation b3c75896-eef1-4f10-a2cf-0c9328b07adc · outbound

This paper cites Flow-GRPO: Training Flow Matching Models via Online RL.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Flow-GRPO: Training Flow Matching Models via Online RL

Reference 23

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local_arxiv, observed 2026-05-11T23:36:14.265384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:e408bc8a23c59778d8b3b6a2c1a7c1618a159d1bcd78d82270ce98d298a66242

Observation c25d9c85-cabc-4024-a324-d784b274e793 · outbound

This paper cites DanceGRPO: Unleashing GRPO on Visual Generation.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing DanceGRPO: Unleashing GRPO on Visual Generation

Reference 24

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local_arxiv, observed 2026-05-11T23:36:14.547536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:397c1ed2e745e540a3c587f84d1775d225e53c8ba16cc98c3d9d498a21215373

Observation 64613d6a-9da2-4229-81cf-77bb937a4c28 · outbound

This paper cites Text-guided human image manipulation via image-text shared space.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Text-guided human image manipulation via image-text shared space

Reference 25

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arxiv_id, observed 2026-05-09T01:54:33.476823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:ac13d174f5956caeab8d61e82d7fba92272380783a727b92bcacf33d5aa6f687

Observation 6a5a6188-b894-4023-9c52-5bf9bb7e0c77 · outbound

This paper cites Consistent image layout editing with diffusion models.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Consistent image layout editing with diffusion models

Reference 26

Resolution
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raw_fallback, observed 2026-05-27T01:53:22.729744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:c0e40adbad90364c024b0746fd161c91e12bb6d0ad53d7c9434fe9858ca0bb6f

Observation b1e52f75-d346-4692-ae33-8a7dc5409961 · outbound

This paper cites Instruction-driven multi-weather image translation based on a large-scale image editing model.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Instruction-driven multi-weather image translation based on a large-scale image editing model

Reference 27

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raw_fallback, observed 2026-05-27T01:53:22.777501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:06b30b5ad9e7460266223062a1f6f1e3f7242caba99b7e55daa568ba4d0ec468

Observation df5b1cae-7ac9-4b93-85a4-596b0a45b8ec · outbound

This paper cites Spherical patch generative adversarial net for unconditional panoramic image generation.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Spherical patch generative adversarial net for unconditional panoramic image generation

Reference 28

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raw_fallback, observed 2026-05-27T01:53:22.766814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:69ac5b6b4298a443abc91c37df36a4de390004033b4076973de53b2e8d9c4ee6

Observation e2488ebd-e723-465e-a624-17eb706f3741 · outbound

This paper cites Talk-to-edit: Fine-grained 2d and 3d facial editing via dialog.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Talk-to-edit: Fine-grained 2d and 3d facial editing via dialog

Reference 29

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arxiv_id, observed 2026-05-09T01:54:33.540347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:51f9f799093fa07ecdc87050961f986a88ad73cb9bfd2d2dd8357ed5bebb22f8

Observation c55d235e-5357-4cbf-b99f-4d7a887201ad · outbound

This paper cites Pixel-inconsistency modeling for image manipulation localization.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Pixel-inconsistency modeling for image manipulation localization

Reference 30

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raw_fallback, observed 2026-05-27T01:53:22.703325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:a40a5ee214d327b60477590b6381514fa0563434fbb0fb049ea1637191f1d766

Observation 1c32b0bc-f36b-4399-bb2c-308a63bd4c8c · outbound

This paper cites Available: https://doi.org/10.1109/TPAMI.2025.3541028.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Available: https://doi.org/10.1109/TPAMI.2025.3541028

Reference 31

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arxiv_id, observed 2026-05-09T01:54:33.324518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:5db049d5e7cdb5ee1d3c138257c94fc207573b67e0bcf11aa160367e26e7a036

Observation 6b8c1c3e-7906-4516-854c-c5d66461ae70 · outbound

This paper cites DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing

Reference 32

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arxiv_id, observed 2026-05-11T23:36:14.501643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:b7354cbb9744fbe0abf5b05ffd45bb9d6c559c8c25310e7b924e02959c1f6e7d

Observation d8a0129d-69c8-44e9-8535-45921df8aa5c · outbound

This paper cites Unit: Unified multimodal chain-of-thought test-time scaling.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Unit: Unified multimodal chain-of-thought test-time scaling

Reference 33

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arxiv_id, observed 2026-05-11T23:36:14.991572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:5cc5143acee28e3b213df79d4f2979b4b3eb2d37970458c764c2d4069e010984

Observation fcd9db07-65e3-46c4-ad55-35d2c64da4f8 · outbound

This paper cites EndoCoT: Scaling Endogenous Chain-of-Thought Reasoning in Diffusion Models.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing EndoCoT: Scaling Endogenous Chain-of-Thought Reasoning in Diffusion Models

Reference 34

Resolution
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arxiv_id, observed 2026-06-19T17:11:33.200899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:c7cbe484740ace69c4883b664291457d3a13e2521f7d10da80d920b892749ec7

Observation b8c0d12c-b40a-44b2-b485-9237c2a35a49 · outbound

This paper cites Promptrl: Prompt matters in rl for flow-based image generation.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Promptrl: Prompt matters in rl for flow-based image generation

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:36:14.423005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:0a1329b99a63cc78f29ab4c39de0e9ecea0a2501c424cd461d3d3c3647da110a

Observation 5069e3b1-03fb-4cd7-ac4c-5045a2fe31c9 · outbound

This paper cites Consensus- agent deep reinforcement learning for face aging.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Consensus- agent deep reinforcement learning for face aging

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-09T01:54:33.505730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:6ba7ba83950113bdde464c0679f09dcdb874d84592628f823a6125aff0c03767

Observation 867a5b1b-9c61-49c5-b085-af5d8f4e8a46 · outbound

This paper cites RePlan: Reasoning-guided Region Planning for Complex Instruction-based Image Editing.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing RePlan: Reasoning-guided Region Planning for Complex Instruction-based Image Editing

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-07-17T02:20:37.504540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:eb6ee1d3dabe37646361cfde57cec97450300dfde8ddb719d4aaedc2075c9182

Observation 3013bbfc-e023-45e3-bcf8-905ad6be7cf9 · outbound

This paper cites Unireason 1.0: A unified reasoning framework for world knowledge aligned image generation and editing.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Unireason 1.0: A unified reasoning framework for world knowledge aligned image generation and editing

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:36:14.295984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:2db8fe6c9539193692d03ab43b0777c208c16d512ea44ebe58cfa4652c672036

Observation a554675a-cfa5-4429-b558-f0de6edad0a5 · outbound

This paper cites Think-then-generate: Reasoning-aware text-to-image diffusion with llm encoders.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Think-then-generate: Reasoning-aware text-to-image diffusion with llm encoders

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:36:14.509617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:06076c12f9914f2fae7417fc86858bcfd05893e8d80c576dae19ea2c990af366

Observation e21c94ba-54da-47bc-b5b6-1dc291e982b4 · outbound

This paper cites Edit-r1: Unleashing reasoning-based reinforcement learning for image editing.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Edit-r1: Unleashing reasoning-based reinforcement learning for image editing

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.714241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:c23c2f74949a7e38ffbb4be18ca9035e5a1e3ed39e5c8347887e10cedba9351b

Observation 60500e0a-e98e-4cdb-bab1-659564550e67 · outbound

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

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-15T16:24:27.819650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:0f2f92ce976c95e468e0960152f90cb0a4d0ffae3bf209222885de44936b04fb

Observation 9cb1fd09-c8e8-422d-a062-c3282912cde1 · outbound

This paper cites Spatialclip: Learning 3d-aware image representations from spatially discriminative language.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Spatialclip: Learning 3d-aware image representations from spatially discriminative language

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.739413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:e8bcec89abee46d53a8a84b4e9f8d49a648090e58cc9db9c4ec8e79c20dfafbd

Observation dd654700-f1a2-4a2c-8b0c-cde4dba1cc01 · outbound

This paper cites OneReward: Unified Mask-Guided Image Generation via Multi-Task Human Preference Learning.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing OneReward: Unified Mask-Guided Image Generation via Multi-Task Human Preference Learning

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:36:14.767670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:4974a075e50ec0ddd100c8680c6a1a7ef14fd78399c3a54b9be24963eda16c2e

Observation b31ef99a-4856-4ea1-9156-853034934313 · outbound

This paper cites Describe, spot and explain: Interpretable representation learning for discriminative visual reasoning.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Describe, spot and explain: Interpretable representation learning for discriminative visual reasoning

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-09T01:54:33.518102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:7968cd37bb1d4d1e4ececc2082dc0492456b358768023068dd5109ecd423cbce

Observation 70a50361-b532-424a-bf54-9d9835b922f9 · outbound

This paper cites Editscore: Unlocking online rl for image editing via high-fidelity reward modeling.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Editscore: Unlocking online rl for image editing via high-fidelity reward modeling

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:36:14.389149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:836d3651214bd803d0f70d70e7e7d9246b9202f2efe3e48e6a177f4dec45cd34

Observation 3868c4d7-7de3-46c5-9218-3dfcd9f085f1 · outbound

This paper cites Editreward: A human- aligned reward model for instruction-guided image editing.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Editreward: A human- aligned reward model for instruction-guided image editing

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:36:14.458415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:12e26826978fc56944be2bae23706a9613a5465eff25e1f2102afd3957fc1470

Observation e9f2bb27-9ede-4220-9e40-7ad7c4d29650 · outbound

This paper cites Decompose and compare consistency: Measuring vlms’ answer reliability via task-decomposition consistency comparison.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Decompose and compare consistency: Measuring vlms’ answer reliability via task-decomposition consistency comparison

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.717723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:343e7f2f05149cc38ffbea9f173b1b20e8736c7da56f9248f49c123256e4cb23

Observation 8cc3be6f-688a-4af2-a6da-c2c03df58f84 · outbound

This paper cites A minimalist approach to llm reasoning: from rejection sampling to reinforce.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing A minimalist approach to llm reasoning: from rejection sampling to reinforce

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.745853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:7b3aed54863621f7ae9346ac78ff3ac2c5e72c5c8c335f8fb07ed388ae3a5c04

Observation 13fbd3b2-276d-40d2-a930-0b52616a2d80 · outbound

This paper cites Star-ds: Step-level uncertainty-aware reasoning data selection in reinforcement learning for llm multi-step reasoning.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Star-ds: Step-level uncertainty-aware reasoning data selection in reinforcement learning for llm multi-step reasoning

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.706888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:3f170f4d25dfa6374aaf3d1cd75cba0d87896074be06526dca6903efdc7a290d

Observation ba05cc04-9a67-48db-bad7-3ebdac4a083f · outbound

This paper cites Deepseekmath: Pushing the limits of mathematical reasoning in open language models.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Deepseekmath: Pushing the limits of mathematical reasoning in open language models

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.721277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:ef8464804e4380d99dc74d128201f701e9244169e52040de7949288dc5e62503

Observation df859c47-4841-44d5-bc39-21db35dd212c · outbound

This paper cites Generative multimodal models are in-context learners.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Generative multimodal models are in-context learners

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.735789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:a1ab717796424de70e467ca42564d9f4fce871b157623da2a10a32accd3a6a6d

Observation e2e9b417-bf7c-4baa-88d4-7b6fc997eee4 · outbound

This paper cites Omnigen: Unified image generation.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Omnigen: Unified image generation

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.749137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:1c21052834639f2647963d081f828c1920efc8f3036a97dd268ed502ee010d41

Observation a6b4084a-6e5c-4be7-b4d8-b60f0d7ccc78 · outbound

This paper cites Ovis: Structural Embedding Alignment for Multimodal Large Language Model.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:36:14.874224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:1fb04448b76cb9b674067dec39631520a0aa6f36ab0dec4fddf7b9f2d4c8120f

Observation 6aca301e-b303-4904-b415-24b450a7d9eb · outbound

This paper cites Emerging Properties in Unified Multimodal Pretraining.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Emerging Properties in Unified Multimodal Pretraining

Reference 54

Resolution
verified exact
local_arxiv, observed 2026-05-11T23:36:14.448393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:967da7bc2635f28e3f9b3b0fa5755599e773d5409f07a8055fe82bfcfe4721b8

Observation af292168-a3a3-45c9-870e-4093f538a5f4 · outbound

This paper cites Uni-cot: Towards unified chain-of-thought reasoning across text and vision.arXiv preprint arXiv:2508.05606.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Uni-cot: Towards unified chain-of-thought reasoning across text and vision.arXiv preprint arXiv:2508.05606

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:36:14.339354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:18f5409a7a90824eba376f794b5d57096484e914ae25514645d57a1b780a5a9a

Observation fbbc63a1-53f6-4066-b9cd-f6e3dd5593ea · outbound

This paper cites Magicbrush: A manually annotated dataset for instruction-guided image editing.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Magicbrush: A manually annotated dataset for instruction-guided image editing

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.756741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:fd04d8a17846ad25ef3325159b9c6f45475c2410174b98a9cd985dae7346add2

Observation a4a839c6-1044-4bb1-a390-b194736c4edc · outbound

This paper cites Anyedit: Mastering unified high-quality image editing for any idea.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Anyedit: Mastering unified high-quality image editing for any idea

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.763254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:003d4617b72e77827310c1fe93e3df61c944b0f2d73145159c08c804942c3845

Observation 555a3239-68b4-41bd-8c0e-c1a7bc3856e1 · outbound

This paper cites HiDream-I1: A High-Efficient Image Generative Foundation Model with Sparse Diffusion Transformer.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing HiDream-I1: A High-Efficient Image Generative Foundation Model with Sparse Diffusion Transformer

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-16T17:13:39.137651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:befe258a0531b8e553396a658972f732ea0a8f0b54cbb782fc7f369c8f87234b

Observation cc3ba391-0e60-4e04-8d7c-82b41e592fad · outbound

This paper cites ByteMorph: Benchmarking Instruction-Guided Image Editing with Non-Rigid Motions.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing ByteMorph: Benchmarking Instruction-Guided Image Editing with Non-Rigid Motions

Reference 59

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:36:14.376218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:86d3b6ba8a2b6ef5e2f16e50e94b519814cca44d093d0329b8fe9b95cee1cf1e

Observation ee52f3b7-b9ad-4781-99ba-833876aff080 · outbound

This paper cites OmniGen2: Towards Instruction-Aligned Multimodal Generation.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing OmniGen2: Towards Instruction-Aligned Multimodal Generation

Reference 60

Resolution
verified exact
local_arxiv, observed 2026-05-11T23:36:15.095575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:e44093d8cdaac5efe093006792ca2ed0ef36a6cedc381a1185fc758ce7603ab0

Observation 903d680e-eb14-4211-995c-f28a796fab80 · outbound

This paper cites UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-05-12T17:34:27.304691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:d2cc7bb7a0bd33e051226399b0da7b7bc4de7d81d17138005c8c916682ddcb5e

Observation 3cd9d8c5-c127-464c-8674-8b05fbce0139 · outbound

This paper cites Qwen3-vl technical report.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Qwen3-vl technical report

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-27T01:53:22.781074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:ab3cfad6fe7e19aee20f2aaa024b8e360e005afabea04e09af3025bb560a34f2

Observation 985954a5-013f-4361-bb59-b5aa280e606d · outbound

This paper cites KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 63

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:36:14.561125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:17d3dcc3dc9e41131a130ce4145b48526c4fc34e81f7cd55110e85f885a3ea50

Pith citing papers

Observation 7986f710-a863-4c66-abf6-9f4786b1f9fa · inbound

ExpertVerse: A General-Purpose Benchmark for Expert-Level Reasoning in Knowledge-Intensive Visual Synthesis cites this paper.

ExpertVerse: A General-Purpose Benchmark for Expert-Level Reasoning in Knowledge-Intensive Visual Synthesis DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-01T12:46:26.361155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:46:26.361155Z digest=sha256:ebcbf94f09166f587842b9a3f755cacc25aa910cb815bbc1c720634e7751cda0