Paper Citation Record · LEDGER

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning

As of 7 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2606.08035.

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

pith.paper-citation-record.v1
2606.08035 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T20:08:29.208550Z

measured 41 of 41 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T03:31:46.679205Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

40 of 40 outbound references displayed

verified exact22
verified fuzzy0
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 582e515b-bd11-4609-84e1-890ce1bd32b3 · outbound

This paper cites arXiv preprint arXiv:2510.06477 , year=.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning arXiv preprint arXiv:2510.06477 , year=

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T20:47:23.065620Z

Source-reported events for the cited work

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

Observation a676f31b-ce4b-4224-88e2-6982e9703f15 · outbound

This paper cites Vlmevalkit: An open-source toolkit for evaluating large multi-modality mod- els.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Vlmevalkit: An open-source toolkit for evaluating large multi-modality mod- els

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09e8f39a-82e3-40cd-802b-7efa230a74ef · outbound

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

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-07-02T20:47:23.092686Z

Source-reported events for the cited work

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

Observation a1c8aef3-7b27-44b4-a0fd-5067f7784eeb · outbound

This paper cites Soft Adaptive Policy Optimization.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Soft Adaptive Policy Optimization

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-07-02T20:47:23.102053Z

Source-reported events for the cited work

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

Observation 34c691ca-64e5-4090-8c06-2767c0c8131a · outbound

This paper cites Hallusionbench: An advanced diagnostic suite for entangled language hallucination and visual illusion in large vision-language models.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Hallusionbench: An advanced diagnostic suite for entangled language hallucination and visual illusion in large vision-language models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56956140-54b6-4060-8376-7f7e53d74533 · outbound

This paper cites Martin, Ming-Ming Cheng, and Shi-Min Hu.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Martin, Ming-Ming Cheng, and Shi-Min Hu

Reference 6

Resolution: verified exact; doi, observed 2026-06-27T20:11:12.978750Z

Source-reported events for the cited work

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

Observation b98a9876-c02b-4d23-9bf3-6a3a62f52207 · outbound

This paper cites Visual attention methods in deep learning: An in-depth survey.Information Fusion, 108:102417, 2024.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Visual attention methods in deep learning: An in-depth survey.Information Fusion, 108:102417, 2024

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a9bff08-a24e-4be2-a0d7-9af113012c43 · outbound

This paper cites URLhttps://www.sciencedirect.com/science/ article/pii/S1566253524001957.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning URLhttps://www.sciencedirect.com/science/ article/pii/S1566253524001957

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-06-27T20:11:12.974033Z

Source-reported events for the cited work

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

Observation 2fa58f46-4bb1-4717-bf55-e5cb53abe2a9 · outbound

This paper cites Interpretable visual reasoning: A survey.Image and Vision Computing, 112:104194, 2021.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Interpretable visual reasoning: A survey.Image and Vision Computing, 112:104194, 2021

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-06-27T20:11:12.976948Z

Source-reported events for the cited work

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

Observation 0b97bbb4-d8eb-41ba-a587-19603332a4e5 · outbound

This paper cites Distill visual chart reasoning ability from llms to mllms.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Distill visual chart reasoning ability from llms to mllms

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 912b9290-22b4-437c-91c1-24863a2fa035 · outbound

This paper cites Spotlight on token perception for multimodal reinforcement learning.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Spotlight on token perception for multimodal reinforcement learning

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:47:23.084893Z

Source-reported events for the cited work

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

Observation 0ddf6bf1-bf5a-499c-8f53-50cda13ae7da · outbound

This paper cites Credit where it is due: Cross-modality connectivity drives precise reinforcement learning for mllm reasoning, 2026.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Credit where it is due: Cross-modality connectivity drives precise reinforcement learning for mllm reasoning, 2026

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:47:23.073667Z

Source-reported events for the cited work

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

Observation bcf55865-2ecb-4bf6-907e-250b4f2f899e · outbound

This paper cites Explain Before You Answer: A Survey on Compositional Visual Reasoning.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-09T01:19:37.179138Z

Source-reported events for the cited work

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

Observation 2651b951-387c-4c00-9ddd-c24f483a219a · outbound

This paper cites an unresolved cited work.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Unresolved cited work

Reference 14

Resolution: verified exact; doi, observed 2026-06-27T20:11:12.980820Z

Source-reported events for the cited work

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

Observation b43941b8-f4d3-45ff-aa04-d7e46507aa91 · outbound

This paper cites What does rl improve for visual reasoning? a frankenstein-style analysis,.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning What does rl improve for visual reasoning? a frankenstein-style analysis,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8576971e-b4bd-4132-b323-596baafc1934 · outbound

This paper cites an unresolved cited work.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Unresolved cited work

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:47:23.087569Z

Source-reported events for the cited work

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

Observation ded3bdf1-a0d6-49a3-ba14-8c779f7a77e2 · outbound

This paper cites Critical tokens matter: Token-level contrastive estimation enhances LLM’s reasoning capability.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Critical tokens matter: Token-level contrastive estimation enhances LLM’s reasoning capability

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cfe4eb9-6a13-42d8-af07-916feb82fcb7 · outbound

This paper cites Mmbench: Is your multi-modal model an all-around player? InEuropean conference on computer vision, pages 216–233.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Mmbench: Is your multi-modal model an all-around player? InEuropean conference on computer vision, pages 216–233

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c728fae0-79da-4506-b42c-f0597fa79a34 · outbound

This paper cites an unresolved cited work.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f866d8bf-8b5f-4da2-b9c5-4d640f93ea7a · outbound

This paper cites Cppo: Contrastive perception for vision language policy optimization.arXiv preprint arXiv:XXXX.XXXXX, 2026.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Cppo: Contrastive perception for vision language policy optimization.arXiv preprint arXiv:XXXX.XXXXX, 2026

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24c960c3-c814-498b-a57a-e0d9cb1d8607 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-07-02T20:47:23.086545Z

Source-reported events for the cited work

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

Observation 69b5d094-513b-422e-8731-8e498e982fc1 · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-07-02T20:47:23.090192Z

Source-reported events for the cited work

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

Observation 00d8e3da-6333-4448-82c2-3944ed297dc0 · outbound

This paper cites arXiv preprint arXiv:2511.00916 , year=.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning arXiv preprint arXiv:2511.00916 , year=

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T20:47:23.095852Z

Source-reported events for the cited work

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

Observation d44c2315-de41-47d5-8808-fb4ade00f4bf · outbound

This paper cites Terrascope: Pixel-grounded visual reasoning for earth observation.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Terrascope: Pixel-grounded visual reasoning for earth observation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

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Observation ea5a36e1-cc8a-46e7-87dc-23c50209f99a · outbound

This paper cites Attention Residuals.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Attention Residuals

Reference 25

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T20:47:23.055792Z

Source-reported events for the cited work

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

Observation 540c9ab2-f33f-4a51-b708-a774e13b85b0 · outbound

This paper cites Mllm can see? dynamic correction decoding for hallucination mitigation.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Mllm can see? dynamic correction decoding for hallucination mitigation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b775aed-d7b4-4397-a070-2e5098f2278a · outbound

This paper cites Measuring multimodal mathematical reasoning with math-vision dataset.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Measuring multimodal mathematical reasoning with math-vision dataset

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

Source-reported events for the cited work

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Observation 054e8c7e-f438-48cc-b2d1-32f7f80c9388 · outbound

This paper cites SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:47:23.075925Z

Source-reported events for the cited work

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

Observation b231af4a-3a9f-479c-bf24-841ad247d51a · outbound

This paper cites Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:47:23.068117Z

Source-reported events for the cited work

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

Observation ffcadad2-aec4-47fc-afe0-0ef93208dae1 · outbound

This paper cites Perception-Aware Policy Optimization for Multimodal Reasoning.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-07-02T20:47:23.104445Z

Source-reported events for the cited work

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

Observation c50f43f9-1964-4adc-a361-49b8fd08c196 · outbound

This paper cites VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:47:23.099001Z

Source-reported events for the cited work

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

Observation cd8caa39-9c92-487b-b70b-1771377efa11 · outbound

This paper cites BioProBench: A Corpus and Benchmark for Biological Protocol Reasoning in Autonomous Science.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning BioProBench: A Corpus and Benchmark for Biological Protocol Reasoning in Autonomous Science

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-07-28T02:22:20.781065Z

Source-reported events for the cited work

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

Observation 4b0b781d-be45-438e-a111-41b6c7d9fcb5 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-07-02T20:47:23.073078Z

Source-reported events for the cited work

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

Observation a8e2813e-a815-4476-8a2a-e98ae7d2016c · outbound

This paper cites Token-level Direct Preference Optimization.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Token-level Direct Preference Optimization

Reference 34

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T20:47:23.097979Z

Source-reported events for the cited work

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

Observation 0837cd07-6d75-47b0-a2a7-eeb8d6e6209e · outbound

This paper cites Perceptual-evidence anchored reinforced learning for multimodal reasoning.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Perceptual-evidence anchored reinforced learning for multimodal reasoning

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:47:23.042929Z

Source-reported events for the cited work

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

Observation 6fb61329-55b6-4ac2-96a2-70ba13836a0f · outbound

This paper cites Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:47:23.078516Z

Source-reported events for the cited work

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

Observation d0e0f70c-5ecc-4ac2-b0ad-9f99da2cbee1 · outbound

This paper cites MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:47:23.070679Z

Source-reported events for the cited work

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

Observation b175a55f-ddcb-477a-aeb9-7766730dae7b · outbound

This paper cites MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-07-02T20:47:23.084111Z

Source-reported events for the cited work

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

Observation c818b8f7-dd24-4ceb-94b3-2f3cbee5dd23 · outbound

This paper cites Group Sequence Policy Optimization.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Group Sequence Policy Optimization

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-07-02T20:47:23.067963Z

Source-reported events for the cited work

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

Observation 913cf652-56c7-4950-806c-e7793cf6d6d7 · outbound

This paper cites since angle ADE is 80 ◦.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning since angle ADE is 80 ◦

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-27T20:08:29.208550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d320dcc6-4118-4dc5-b9f3-1d40a5ed7a78 · inbound

Towards Enhancing 3D Spatial Reasoning in Medical Multimodal Large Language Models cites this paper.

Towards Enhancing 3D Spatial Reasoning in Medical Multimodal Large Language Models DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T03:31:46.679205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.