Paper Citation Record · LEDGER

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

As of 20 August 2026, this Paper Citation Record lists 91 of 91 outbound references and 42 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 91 of 91 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:32:46.670055Z

measured 133 of 133 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 42 of 42 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:16:31.747844Z

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

91 of 91 outbound references displayed

verified exact0
verified fuzzy17
unresolved74
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1c96e86b-f010-49e0-be11-62ba37de9d69 · outbound

This paper cites Let's Verify Step by Step.

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

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.099916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2af53d6-7bb8-4a94-adc6-189188921310 · outbound

This paper cites Advances in Neural Information Processing Systems 35, 24824– 24837 (2022).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Advances in Neural Information Processing Systems 35, 24824– 24837 (2022)

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.107637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b1264ac-5d5b-41e1-a0d0-73fdd1b5af73 · outbound

This paper cites an unresolved cited work.

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

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.114479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58823435-7a69-44d3-bdd5-ca5b88c71603 · outbound

This paper cites MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.119385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d715edc7-9054-449b-9b39-ba828e275aa0 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step LLaMA: Open and Efficient Foundation Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.125647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa23aeed-03d3-4601-8372-55be656dba4d · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.131039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10ba5a3e-7c1b-4b64-b42c-67e984a7e63e · outbound

This paper cites : Language models are few-shot learners.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step : Language models are few-shot learners

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.136418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4425fdaf-1360-4787-87e7-9bfec824f986 · outbound

This paper cites https://openai.com/research/ gpt-4v-system-card.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step https://openai.com/research/ gpt-4v-system-card

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.143412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 326caaab-53ed-4ada-8b17-7716fc141ba0 · outbound

This paper cites In: The Twelfth International Con- ference on Learning Representations (2024).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step In: The Twelfth International Con- ference on Learning Representations (2024)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.148880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4fa8aaa-6ff3-48a3-8e67-86dcbf5eb2e7 · outbound

This paper cites LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.154470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21664e14-e84f-41bc-9656-ddaaebd19ea2 · outbound

This paper cites https://github.com/open-compass/ opencompass (2023).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step https://github.com/open-compass/ opencompass (2023)

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.159611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe984375-daa3-48bd-8d2e-fb1f890cecf3 · outbound

This paper cites https://chat.openai.com (2023).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step https://chat.openai.com (2023)

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.164810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6ae4786-356b-4f89-90e3-2a3cf7bc8fbe · outbound

This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.170631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc0e5935-bd31-446b-9a11-3ed715c46f6f · outbound

This paper cites MMBench: Is Your Multi-modal Model an All-around Player?.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step MMBench: Is Your Multi-modal Model an All-around Player?

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.176609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47fdc94e-a1af-4865-b1cb-74b6ae89b56d · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.182807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0041cbb0-3cf1-4b1f-9456-8f02d07b37e6 · outbound

This paper cites ImageBind-LLM: Multi-modality Instruction Tuning.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step ImageBind-LLM: Multi-modality Instruction Tuning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.188877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d5d7674-a9f3-4190-b90c-9bcdb95d3c78 · outbound

This paper cites Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.195022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0d93621-ff99-4e46-ac45-d9913ce53f8c · outbound

This paper cites SAM2Point: Segment Any 3D as Videos in Zero-shot and Promptable Manners.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step SAM2Point: Segment Any 3D as Videos in Zero-shot and Promptable Manners

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.200811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a7eecf8-a246-4704-8e63-be92f9a99abf · outbound

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

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.207154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5ad7b38-04d4-4705-98d0-c893915a6955 · outbound

This paper cites Multimodal Chain-of-Thought Reasoning in Language Models.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Multimodal Chain-of-Thought Reasoning in Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.212962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12f079a4-6739-44bd-878d-a4f3354393f9 · outbound

This paper cites MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.219119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fec5fb1f-0d80-48d3-9803-c6b332e0cb0c · outbound

This paper cites [Online].

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

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.226490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 989c7960-31cd-46c0-9392-da436cf3c7b3 · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.231628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbc0938e-0cfc-4806-bd53-3cbe8e4af1cf · outbound

This paper cites https://sciverse-cuhk.github.io (2024).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step https://sciverse-cuhk.github.io (2024)

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.236682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 770f26cd-4e7b-420a-9302-2d62e8913be0 · outbound

This paper cites International Journal on Digital Libraries 23(3), 289–301 (2022).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step International Journal on Digital Libraries 23(3), 289–301 (2022)

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.249799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c790baa-3cfd-493c-894b-011cc57e521c · outbound

This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.255826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38e3d0af-e775-40eb-85b1-2b3015565f22 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.261672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83ab593a-2b36-4a53-99d5-cbc51f927e03 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.266755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a2e9baf-e9e4-497e-83af-dcf948d9ed67 · outbound

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

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.272390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84649c06-02eb-42c6-be3a-b353774fbe7c · outbound

This paper cites BEATS: Optimizing LLM Mathematical Capabilities with BackVerify and Adaptive Disambiguate based Efficient Tree Search.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step BEATS: Optimizing LLM Mathematical Capabilities with BackVerify and Adaptive Disambiguate based Efficient Tree Search

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.277619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4aab891-4530-402d-8c78-58c3679b272b · outbound

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

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Emu3: Next-Token Prediction is All You Need

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.283363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fba80be6-eedd-461f-93ee-9997a6459062 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.289517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 107a212a-197f-4078-8c6e-a791668d6558 · outbound

This paper cites Let's reward step by step: Step-Level reward model as the Navigators for Reasoning.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Let's reward step by step: Step-Level reward model as the Navigators for Reasoning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.295785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d4b80b3-9e4a-4396-89de-ef5e58d877a8 · outbound

This paper cites In: Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pp.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step In: Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pp

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:48.169018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5e8bef2b-c452-401f-8e51-814fde43fc4e · outbound

This paper cites Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.304329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3f98590-752b-423a-adb8-a0d733587b04 · outbound

This paper cites Teaching Large Language Models to Reason with Reinforcement Learning.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Teaching Large Language Models to Reason with Reinforcement Learning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.309279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be8edc1b-2d84-466a-aeca-f54a9f5890cb · outbound

This paper cites Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.315309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f1427ae-6884-4a09-bc76-0d79c12e2649 · outbound

This paper cites Advances in Neural Information Processing Systems 36 (2024).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Advances in Neural Information Processing Systems 36 (2024)

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:48.149499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 18e7c0ae-9925-4d1b-a088-169b569ebbf9 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step LLaVA-OneVision: Easy Visual Task Transfer

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.324481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09ee2ccc-5b99-4313-9c42-3350cd6d931f · outbound

This paper cites Scaling Rectified Flow Transformers for High-Resolution Image Synthesis.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Scaling Rectified Flow Transformers for High-Resolution Image Synthesis

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.337555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73b2a888-cbde-4897-8090-6905b21c5e3a · outbound

This paper cites ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.345905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bed49623-bcc8-4193-8992-de02fa411719 · outbound

This paper cites DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.351972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ad8f5d2-9f3d-4e39-bd3b-bef64c88cc7e · outbound

This paper cites Make Every Move Count: LLM-based High-Quality RTL Code Generation Using MCTS.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Make Every Move Count: LLM-based High-Quality RTL Code Generation Using MCTS

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.358123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc5eaa5d-9552-46bc-b1f1-ad47bd0a39a4 · outbound

This paper cites In: International Conference on Machine Learning, pp.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step In: International Conference on Machine Learning, pp

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:48.134016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 64964ef5-ccb0-4393-9ac8-e7a758145b0f · outbound

This paper cites AFlow: Automating Agentic Workflow Generation.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step AFlow: Automating Agentic Workflow Generation

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.368693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ce4e38b-3bb0-459d-baa7-0fb85eb0556c · outbound

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

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step ComfyGen: Prompt-Adaptive Workflows for Text-to-Image Generation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.377436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f0fe4ad-7de2-45a4-bc9b-7cb90ad313d2 · outbound

This paper cites arXiv preprint arXiv:2409.01392 (2024).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step arXiv preprint arXiv:2409.01392 (2024)

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.383805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29c6c530-c439-44ee-8e90-2d1218ebe5a9 · outbound

This paper cites Advances in neural infor- mation processing systems 35, 22199–22213 (2022).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Advances in neural infor- mation processing systems 35, 22199–22213 (2022)

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:48.119198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 245fd680-d181-4e80-8d3c-104f62301a70 · outbound

This paper cites Chain-of-Thought Reasoning Without Prompting.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Chain-of-Thought Reasoning Without Prompting

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.395722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9550f5ca-5715-461a-b489-d4be99ff68a2 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Training Verifiers to Solve Math Word Problems

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.401062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abe25246-05e8-49ed-8ab2-8a362b467a93 · outbound

This paper cites https://openai.com/index/ learning-to-reason-with-llms/.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step https://openai.com/index/ learning-to-reason-with-llms/

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:48.103117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 70124feb-1e7e-4d0b-b5b2-1f4228a692de · outbound

This paper cites Advances in neural information processing systems 30 (2017).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Advances in neural information processing systems 30 (2017)

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:48.086408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 141cfdcd-5520-4890-8ba0-50dcfe5e650e · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Constitutional AI: Harmlessness from AI Feedback

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.419501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa0251be-08c1-431c-9df8-e8cee779af96 · outbound

This paper cites Robotics Research: Volume 1, 161–176 (2018).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Robotics Research: Volume 1, 161–176 (2018)

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:48.068969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dd549d22-6eaf-4d51-b6c9-afd1c0b4758b · outbound

This paper cites Dueling RL: Reinforcement Learning with Trajectory Preferences.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Dueling RL: Reinforcement Learning with Trajectory Preferences

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.438395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bc97bd7-3bd9-4cc1-a4cc-ce7d25c1542d · outbound

This paper cites Advances in neural information processing systems 26 (2013).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Advances in neural information processing systems 26 (2013)

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:48.052863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fe872f6b-218b-4fbf-b8bb-544150c59223 · outbound

This paper cites Machine learning 97, 327–351 (2014).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Machine learning 97, 327–351 (2014)

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:48.037129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 487da223-b5cd-4c8b-b54b-6a13d2a10d39 · outbound

This paper cites SLiC-HF: Sequence Likelihood Calibration with Human Feedback.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step SLiC-HF: Sequence Likelihood Calibration with Human Feedback

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.457214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a030b60d-d2cf-4e86-8157-8129fb437613 · outbound

This paper cites the method of paired comparisons.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step the method of paired comparisons

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:48.012302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f27b1868-52a3-4671-8ce8-c4b67b1c9b62 · outbound

This paper cites Proximal Policy Optimization Algorithms.

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

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.468470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06a6ae0c-116b-420e-b4ca-318d7bb2800a · outbound

This paper cites Advances in Neural Information Processing Systems 36 (2024).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Advances in Neural Information Processing Systems 36 (2024)

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:47.993699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d2d891ec-a4d2-468d-b4d0-980f3d974430 · outbound

This paper cites WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.479044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e07bc7b-13be-42f2-a374-0c0c02c58443 · outbound

This paper cites Is DPO Superior to PPO for LLM Alignment? A Comprehensive Study.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Is DPO Superior to PPO for LLM Alignment? A Comprehensive Study

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.484359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee2a90fd-5316-4a53-beeb-f059953d7a95 · outbound

This paper cites Aligning CodeLLMs with Direct Preference Optimization.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Aligning CodeLLMs with Direct Preference Optimization

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.490134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bf62b0e-ded0-4ade-8c5b-5219cb248b25 · outbound

This paper cites Code-Optimise: Self-Generated Preference Data for Correctness and Efficiency.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Code-Optimise: Self-Generated Preference Data for Correctness and Efficiency

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.495881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d6e59f7-a3ac-4e3e-8d71-4650e0e8be58 · outbound

This paper cites Improve Vision Language Model Chain-of-thought Reasoning.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Improve Vision Language Model Chain-of-thought Reasoning

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.501314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00e4ef6e-9293-4a0b-aa0c-5a4531ba478a · outbound

This paper cites https://github.com/meta-llama/llama3/ blob/main/MODEL CARD.md.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step https://github.com/meta-llama/llama3/ blob/main/MODEL CARD.md

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:47.975412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c85d5cab-dafa-44af-8aee-e51bfa7aad92 · outbound

This paper cites https://openai.com/ index/hello-gpt-4o/ (2024).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step https://openai.com/ index/hello-gpt-4o/ (2024)

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:47.958500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9a87b054-f017-4058-a30f-7e36168e808c · outbound

This paper cites GPT-4 Technical Report.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step GPT-4 Technical Report

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.517639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be0612c3-4cfe-41d9-bd7f-92ff9e86d395 · outbound

This paper cites In: International Conference on Machine Learn- ing, pp.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step In: International Conference on Machine Learn- ing, pp

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:47.942121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 072dc709-42dc-48c9-9b4b-eafc430dfd08 · outbound

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

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.527690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50d7ee21-67eb-47af-a8c7-c6240e8089d9 · outbound

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

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.532426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfea0120-e7eb-4e71-bf51-1c91556f40bd · outbound

This paper cites In: The Twelfth International Con- ference on Learning Representations (2024).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step In: The Twelfth International Con- ference on Learning Representations (2024)

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:47.925393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8a630b36-2620-440c-97a1-2abbec01dcf2 · outbound

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

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.544049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce03faab-d2cf-4f22-9a0b-445db9186bb3 · outbound

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

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.550031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3af367b-9dda-49f8-88e6-d3f8d126f804 · outbound

This paper cites Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.554937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f6435dc-bb0c-4923-9fe9-450e76224116 · outbound

This paper cites CoMat: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept Matching.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step CoMat: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept Matching

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.561266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ca7e623-3402-4938-8e5d-de2252e40115 · outbound

This paper cites Advances in neural information processing systems 30 (2017).

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Advances in neural information processing systems 30 (2017)

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:47.906998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cd032d3d-c657-49ad-b66f-707e0762545e · outbound

This paper cites an unresolved cited work.

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

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:32:47.890749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f935dd1b-0b4e-436a-9b2b-46624a795abb · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.580857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation affa5a69-a4cb-415c-89b4-cca260047913 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:32:47.863859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4668aa73-4b97-4cd5-9c65-150ab26f9adb · outbound

This paper cites Autoregressive Image Generation without Vector Quantization.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Autoregressive Image Generation without Vector Quantization

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.600985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c164f945-7a93-4d79-9fd0-a2960160d058 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.617205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23f23d38-ebe5-4dc7-b7b4-7dd8d7d9b13e · outbound

This paper cites Iterative Reasoning Preference Optimization.

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

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.622548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff62fa16-7ee7-4a7f-95ab-c2160dd40716 · outbound

This paper cites Qwen2 Technical Report.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Qwen2 Technical Report

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.629650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e40192f-9fe9-4985-93f9-d080ab23c06e · outbound

This paper cites High-Resolution Image Synthesis with Latent Diffusion Models.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step High-Resolution Image Synthesis with Latent Diffusion Models

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.637932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a690ba6-c7be-4081-b376-ac467472254e · outbound

This paper cites World Model on Million-Length Video And Language With Blockwise RingAttention.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step World Model on Million-Length Video And Language With Blockwise RingAttention

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.646084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c44f91b-121b-4bc5-a07f-7a3947dbb51d · outbound

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

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.654313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f934ddae-9fec-4718-9936-829a27118b9a · outbound

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

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.660605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1356bd90-dd7b-4f44-ac42-bb7ae7c803a0 · outbound

This paper cites Training Language Models to Self-Correct via Reinforcement Learning.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Training Language Models to Self-Correct via Reinforcement Learning

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.665734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 442640bb-bc79-4d78-8cda-1086fa7fb338 · outbound

This paper cites Large Language Models Cannot Self-Correct Reasoning Yet.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Large Language Models Cannot Self-Correct Reasoning Yet

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-10T15:32:46.670055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e42c13fd-978a-4186-a935-9deb61109a38 · inbound

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot cites this paper.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.308555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified exact; 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 2026-08-20T06:33:59.587034+00:00.

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

Resolution: verified exact; 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 2026-08-20T06:33:59.587034+00:00.

Observation 9484a144-9274-463c-82ce-9991b15d12af · inbound

$\texttt{Complex-Edit}$: CoT-Like Instruction Generation for Complexity-Controllable Image Editing Benchmark cites this paper.

$\texttt{Complex-Edit}$: CoT-Like Instruction Generation for Complexity-Controllable Image Editing Benchmark Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T12:16:31.747844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ac288c0-7b3c-4f6e-bd9f-4259ee2f26e4 · inbound

Early Timestep Zero-Shot Candidate Selection for Instruction-Guided Image Editing cites this paper.

Early Timestep Zero-Shot Candidate Selection for Instruction-Guided Image Editing Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T12:11:32.527138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecc3ea90-68f6-47bd-940c-49c6ef7f5b02 · inbound

Generative AI Act II: Test Time Scaling Drives Cognition Engineering cites this paper.

Generative AI Act II: Test Time Scaling Drives Cognition Engineering Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 103

Resolution: unresolved; no resolver link, observed 2026-08-16T12:02:43.021279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73905dbd-0e28-4e4a-8db7-a7e752140022 · inbound

From Reflection to Perfection: Scaling Inference-Time Optimization for Text-to-Image Diffusion Models via Reflection Tuning cites this paper.

From Reflection to Perfection: Scaling Inference-Time Optimization for Text-to-Image Diffusion Models via Reflection Tuning Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:34.890607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38867dd6-2c10-4a26-9831-075800eaffb6 · inbound

T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT cites this paper.

T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T04:41:47.575037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified exact; 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 2026-08-20T06:33:59.587034+00:00.

Observation 7528f7ae-75b6-40a4-bb11-02e6e231d17d · inbound

MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPO cites this paper.

MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPO Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:58.175229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:36.335219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: 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 2026-08-20T06:33:59.587034+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified exact; 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 2026-08-20T06:33:59.587034+00:00.

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

Resolution: verified exact; 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 2026-08-20T06:33:59.587034+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4aeb23cd-e3eb-4a93-9403-d66de36d0679 · inbound

Lumina-mGPT 2.0: Stand-Alone AutoRegressive Image Modeling cites this paper.

Lumina-mGPT 2.0: Stand-Alone AutoRegressive Image Modeling Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-15T18:22:42.160153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-05T22:32:51.804152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified exact; 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 2026-08-20T06:33:59.587034+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-07-13T23:27:11.006580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: 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 2026-08-20T06:33:59.587034+00:00.

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

Resolution: 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 2026-08-20T06:33:59.587034+00:00.

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

Resolution: verified exact; 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 2026-08-20T06:33:59.587034+00:00.

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

Resolution: 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 2026-08-20T06:33:59.587034+00:00.

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

Resolution: 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 2026-08-20T06:33:59.587034+00:00.

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

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-14T01:07:06.861298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.