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Paper Citation Record · LEDGER

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 34 inbound Pith citation observations for arXiv:2501.13926.

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

pith.paper-citation-record.v1
2501.13926 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 34 of 34 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:34:53.137002Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T16:39:58.175257Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

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Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 48f17002-9e99-4caf-acf4-ae4711e6c14c · inbound

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models cites this paper.

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 234

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arxiv_id, observed 2026-05-12T08:40:41.448367Z

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.

source=pdf_text observed=2026-05-12T08:40:40.910461Z digest=sha256:17f8045a61adee68867bc8fbcbd2702a8cb48185b954fe388c842be3b35dea64

Observation fba5499c-c290-4ca8-a6e6-37db20ab6514 · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 34

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arxiv_id, observed 2026-05-15T17:18:53.651274Z

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.

source=pdf_text observed=2026-05-15T17:18:52.996467Z digest=sha256:77573bce0f9d4b4270457ac978f17ede543fc8810d60b51d740730e4c5c07a5d

Observation c6f9f267-9f74-4ea7-9ee7-83052f813b8b · inbound

DanceGRPO: Unleashing GRPO on Visual Generation cites this paper.

DanceGRPO: Unleashing GRPO on Visual Generation Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 13

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arxiv_id, observed 2026-05-11T22:28:26.031397Z

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.

source=pdf_text observed=2026-05-11T22:28:24.929046Z digest=sha256:3c884e550d5adffd00a3ab502a2f0cde2e3774a3addc9466b637127244db3f4f

Observation 1fc057b5-f3db-4e60-b51b-77bf28e69907 · inbound

UniGen: Enhanced Training & Test-Time Strategies for Unified Multimodal Understanding and Generation cites this paper.

UniGen: Enhanced Training & Test-Time Strategies for Unified Multimodal Understanding and Generation Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 18

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no resolver link, observed 2026-08-07T15:34:53.137002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:34:53.137002Z digest=sha256:6e152970ce972f3d098078f6036a4832c5cd59cbc7db1e17b1a96e951124f23c

Observation 052310a6-09eb-4896-a7dd-72062cfa63af · inbound

Delving into RL for Image Generation with CoT: A Study on DPO vs. GRPO cites this paper.

Delving into RL for Image Generation with CoT: A Study on DPO vs. GRPO Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 18

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no resolver link, observed 2026-08-07T14:55:51.520817Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T14:55:51.520817Z digest=sha256:57d2ad6bea7212eedfcba5377e9de134cc70762c1316a7005405e998fd281c98

Observation d2ea6fd7-5eff-4b53-b889-422edfe5faf5 · inbound

RePrompt: Reasoning-Augmented Reprompting for Text-to-Image Generation via Reinforcement Learning cites this paper.

RePrompt: Reasoning-Augmented Reprompting for Text-to-Image Generation via Reinforcement Learning Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 13

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no resolver link, observed 2026-08-07T14:49:03.001071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:03.001071Z digest=sha256:45119aacfcb2c58ab79dc019400ddd2b921aa1425fb679a24d77aa1002257980

Observation 051c8f17-2752-4dd2-86b8-fe78be8377d2 · inbound

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models cites this paper.

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 46

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no resolver link, observed 2026-08-07T14:31:13.310672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:31:13.310672Z digest=sha256:f5aadc39b5e966d71ebe433c24def4108244f088e3e1aab20e7792694122a10b

Observation 5c976fdc-86e1-4356-bcef-5e81b52d8b8e · inbound

Self-Reflective Reinforcement Learning for Diffusion-based Image Reasoning Generation cites this paper.

Self-Reflective Reinforcement Learning for Diffusion-based Image Reasoning Generation Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 8

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:14:36.335219Z digest=sha256:6a42cd1443ec1888d844196f7725d2d1b21ba496585b4283d38aec5ddc458f77

Observation 3e8053ea-4c2d-445e-aebf-e7b2b1ee8a09 · inbound

UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning cites this paper.

UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 15

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no resolver link, observed 2026-08-07T12:53:22.895103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:53:22.895103Z digest=sha256:e3212b5e829cb4b8a6952760a2410f52c54dbc06919fdcfd451b0342e8d711ee

Observation c30ed327-5349-46e7-b27a-bb7d9de92dad · inbound

R2I-Bench: Benchmarking Reasoning-Driven Text-to-Image Generation cites this paper.

R2I-Bench: Benchmarking Reasoning-Driven Text-to-Image Generation Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 11

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no resolver link, observed 2026-08-07T12:48:51.044539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:48:51.044539Z digest=sha256:727efb411c992fba753ee31cd88ab9b486dbc43de946ae1b2ae8b4dcd48ce095

Observation 8a0adae8-f90e-48c0-a83b-bca2917ef604 · inbound

VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos cites this paper.

VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 18

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no resolver link, observed 2026-08-07T12:45:45.740034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:45:45.740034Z digest=sha256:2d2f509e9e0088c4ba4e4d2c3a8ec7757de02054be990d79a3ae12ee3faf2985

Observation b3f0c90b-2bef-45b1-972f-8a68e39d3793 · inbound

Draw ALL Your Imagine: A Holistic Benchmark and Agent Framework for Complex Instruction-based Image Generation cites this paper.

Draw ALL Your Imagine: A Holistic Benchmark and Agent Framework for Complex Instruction-based Image Generation Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 6

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no resolver link, observed 2026-08-07T12:18:32.622198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:32.622198Z digest=sha256:ff270e4f00c8328198fe01d70ad5c22c1dc52eab212947c25691e13b7cb69c04

Observation 081cfe8c-5871-4cda-a8be-8a5bfe6693bf · inbound

ReasonGen-R1: CoT for Autoregressive Image generation models through SFT and RL cites this paper.

ReasonGen-R1: CoT for Autoregressive Image generation models through SFT and RL Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 14

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no resolver link, observed 2026-08-07T12:19:21.683953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:19:21.683953Z digest=sha256:8df4f3237b63ac6aa0edce0494a89e7e079aca576c18a00c48cb5d8ccf27d37e

Observation 553d2b69-b567-4d94-9e80-6517d6fa6cf0 · inbound

TIIF-Bench: How Does Your T2I Model Follow Your Instructions? cites this paper.

TIIF-Bench: How Does Your T2I Model Follow Your Instructions? Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 23

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no resolver link, observed 2026-08-07T11:33:20.782033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:33:20.782033Z digest=sha256:e8bbae5460c16d4b6ddb0c6ee6258b17ae9bf96542c2dc197e74573965613efa

Observation f932e840-318a-45e1-9f6f-875b17f5d0a0 · inbound

How Far Are We from Generating Missing Modalities with Foundation Models? cites this paper.

How Far Are We from Generating Missing Modalities with Foundation Models? Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 17

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verified exact
arxiv_id, observed 2026-05-25T08:15:33.584502Z

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.

source=pdf_text observed=2026-05-25T08:15:12.947854Z digest=sha256:7754f79d99ad61936fdc55ae10d7ca895a10c0b4f90e79a5c6087477062e6061

Observation d4c71618-6fcb-43ad-bb39-3eb3b7ef5313 · inbound

MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning cites this paper.

MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 23

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no resolver link, observed 2026-08-07T10:28:48.738793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:28:48.738793Z digest=sha256:4fbef39784363d5e0e30443d8a3fd5f7875bef3e841bfc56a79d25324672719d

Observation 23dca6e3-ebf9-46de-8494-cb092f44b9b5 · inbound

Q-Ponder: A Unified Training Pipeline for Reasoning-based Visual Quality Assessment cites this paper.

Q-Ponder: A Unified Training Pipeline for Reasoning-based Visual Quality Assessment Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 17

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no resolver link, observed 2026-08-07T11:22:44.051500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:22:44.051500Z digest=sha256:673e873eee3fd1345ef9c5e24b3729edac6b074457cfdc6c7e0488082a3b721f

Observation 96b75dea-f716-4ad6-8b6c-2b525eb43572 · inbound

FocusDiff: Advancing Fine-Grained Text-Image Alignment for Autoregressive Visual Generation through RL cites this paper.

FocusDiff: Advancing Fine-Grained Text-Image Alignment for Autoregressive Visual Generation through RL Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 15

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no resolver link, observed 2026-08-07T10:23:12.511095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:23:12.511095Z digest=sha256:baa0eaffcf74d4282fdd2664bdfb49f3e162be1ca1de6ef336f8587a844673cc

Observation 294919e4-d9e3-4c01-9070-ad012af279f8 · inbound

ComplexBench-Edit: Benchmarking Complex Instruction-Driven Image Editing via Compositional Dependencies cites this paper.

ComplexBench-Edit: Benchmarking Complex Instruction-Driven Image Editing via Compositional Dependencies Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 13

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no resolver link, observed 2026-08-07T00:40:20.308003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:40:20.308003Z digest=sha256:f21fa814935efe475a95cb1da1fa95bfcc2edb0e9e01c45d2123441e1a62fd78

Observation 26c2409b-046a-4e3e-87f2-a4338ad6850b · inbound

RealSR-R1: Reinforcement Learning for Real-World Image Super-Resolution with Vision-Language Chain-of-Thought cites this paper.

RealSR-R1: Reinforcement Learning for Real-World Image Super-Resolution with Vision-Language Chain-of-Thought Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 24

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arxiv_id, observed 2026-05-19T08:33:02.188477Z

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.

source=pdf_text observed=2026-05-19T08:32:20.566798Z digest=sha256:89b3def377c5f5e4c19807f4b89130846bc9b827443e0762686b77b65abf2664

Observation b8fadb8b-3881-4257-9666-e71df3074dc1 · inbound

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

OmniGen2: Towards Instruction-Aligned Multimodal Generation Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 24

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arxiv_id, observed 2026-05-19T07:52:10.744905Z

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.

source=pdf_text observed=2026-05-19T07:47:34.464711Z digest=sha256:d47e72c55d1667daf44ae0b1164e1fb93cf5505e166576bf21d6148188d2df66

Observation 1255e509-c867-452e-a7d0-a6c4e527b6b2 · inbound

Think-Before-Draw: Decomposing Emotion Semantics & Fine-Grained Controllable Expressive Talking Head Generation cites this paper.

Think-Before-Draw: Decomposing Emotion Semantics & Fine-Grained Controllable Expressive Talking Head Generation Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 34

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no resolver link, observed 2026-08-06T16:42:42.906185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:42:42.906185Z digest=sha256:07b39fe0dea76f8b504b5b1a7fa1c9d8a0f74f30615abdf6089a3d66737304b4

Observation e73c98f9-504a-442d-99f6-92ef727bdfd2 · inbound

MultiRef: Controllable Image Generation with Multiple Visual References cites this paper.

MultiRef: Controllable Image Generation with Multiple Visual References Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:32:51.804152Z digest=sha256:53bdb1e75e9b0bf31f576b7aa4069798670d96c915da356e3c4d0ba1015110d1

Observation 1c41b22a-8423-4dd8-9ff9-b14b3a0b11d8 · inbound

Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation cites this paper.

Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 25

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no resolver link, observed 2026-08-05T20:44:12.432203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T20:44:12.432203Z digest=sha256:a912913996f43e84b2252d9bea8a2e0a6ee28cacf58423828418c742dfb81b5f

Observation c7d72a8c-5a3b-47d9-8018-1bc7d72d3564 · inbound

Reconstruction Alignment Improves Unified Multimodal Models cites this paper.

Reconstruction Alignment Improves Unified Multimodal Models Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 29

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no resolver link, observed 2026-08-04T22:36:07.963130Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T22:36:07.963130Z digest=sha256:187f5a3485a1f8c90e93269e5235c13b26d271374e6bf3ef33a864516e023ab9

Observation 23d37186-de7a-4292-9018-bf899153e531 · inbound

MICo-150K: A Comprehensive Dataset Advancing Multi-Image Composition cites this paper.

MICo-150K: A Comprehensive Dataset Advancing Multi-Image Composition Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 30

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arxiv_id, observed 2026-05-17T00:21:23.343091Z

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.

source=pdf_text observed=2026-05-17T00:20:58.483350Z digest=sha256:07bfd11d792e0a8d2d46c22f1b485c3f54879896dbe891df2cbccc10487e6b14

Observation d3c4c922-b22d-4177-b0c6-590127eb25af · inbound

Demystifying Video Reasoning cites this paper.

Demystifying Video Reasoning Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T23:27:11.006580Z digest=sha256:2cab191310ce6137c647f218250f4b3345475a94d0ff5e64bdd80ca5b70e9041

Observation 17c05c7b-cb86-4bb6-a657-19a2bcbeb692 · inbound

Demystifying Video Reasoning cites this paper.

Demystifying Video Reasoning Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 16

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no resolver link, observed 2026-08-03T02:33:54.197765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:33:54.197765Z digest=sha256:c7e5044ee33e2a60cedb23af40dd0fd96d7077a08d175871c3df5df60144d1e1

Observation 53b29446-6ab5-4120-bea8-1451dcd9a279 · inbound

From Broad Exploration to Stable Synthesis: Entropy-Guided Optimization for Autoregressive Image Generation cites this paper.

From Broad Exploration to Stable Synthesis: Entropy-Guided Optimization for Autoregressive Image Generation Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 10

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verified exact
arxiv_id, observed 2026-05-15T12:50:37.069714Z

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.

source=arxiv_source observed=2026-05-15T12:50:13.764159Z digest=sha256:6f454350bff2d9150ced8b4c7e446fa3f4ced5d4346cf8cb4fbe87e4a7da29a7

Observation aafb7341-2c9b-4aa3-a2c7-b6e392123764 · inbound

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation cites this paper.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 17

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metadata mismatch
arxiv_id, observed 2026-07-02T03:06:29.520773Z

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.

source=pdf_text observed=2026-06-28T10:23:43.501656Z digest=sha256:cb9d4839f6f6d7c2e45c6974a44ba435444b2b8e0f0602191eaebff85d7e7c4c

Observation 1ea53590-1d6f-4963-b40a-5219ead2ee88 · inbound

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning cites this paper.

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 25

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arxiv_id, observed 2026-07-02T21:37:25.295363Z

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.

source=arxiv_source observed=2026-06-27T19:36:57.231932Z digest=sha256:97d2194da10edb7f222716ba4631de643a9c4627fb6fc354842a8ee38220a6c5

Observation e823c830-b45d-49d7-92a8-b36f8676a353 · inbound

MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning cites this paper.

MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 101

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metadata mismatch
arxiv_id, observed 2026-07-03T20:18:57.837081Z

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.

source=arxiv_source observed=2026-06-27T01:23:40.564561Z digest=sha256:4840a9df9e05803ed74f09da755366e26c74145456f6d3f7037b2ed63da1a2cd

Observation fdf1b1a6-3013-4842-8d7f-e210294a46c2 · inbound

IV-CoT: Implicit Visual Chain-of-Thought for Structure-Aware Text-to-Image Generation cites this paper.

IV-CoT: Implicit Visual Chain-of-Thought for Structure-Aware Text-to-Image Generation Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 39

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metadata mismatch
arxiv_id, observed 2026-07-04T16:39:58.177090Z

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.

source=arxiv_source observed=2026-06-26T00:19:49.071495Z digest=sha256:f023bd61151b7b96f2f49aa3e50d27e2a04dd90de4e8afb3ada83f654be43898

Observation 1730a604-eb8c-49ea-9e3f-50043610d767 · inbound

Model Guides You How to Draw: Adaptive Visual Gating for Unified Multimodal Reasoning cites this paper.

Model Guides You How to Draw: Adaptive Visual Gating for Unified Multimodal Reasoning Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

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