Paper Citation Record · LEDGER

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models

As of 6 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2605.01520.

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

pith.paper-citation-record.v1
2605.01520 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-09T14:27:02.063345Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

45 of 45 outbound references displayed

verified exact7
verified fuzzy22
unresolved6
parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eb8a5b03-ae02-43d7-a97e-3449c8a5dd25 · outbound

This paper cites an unresolved cited work.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-26T02:06:30.497074Z

Source-reported events for the cited work

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Observation 67b2cdf2-ea65-4707-912f-f575d5526d5d · outbound

This paper cites Visual Instruction Tuning , booktitle =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Visual Instruction Tuning , booktitle =

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.518439Z

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Observation 5efe5387-42aa-4d5f-aece-378403b0c974 · outbound

This paper cites CoRR , volume =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models CoRR , volume =

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.476225Z

Source-reported events for the cited work

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Observation 3b06d1f0-81d9-4224-839c-c6095e560369 · outbound

This paper cites CoRR , volume =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models CoRR , volume =

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.503011Z

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Observation 96a39fed-9025-4aed-9021-d57697742d9d · outbound

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

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 5

Resolution: metadata mismatch; local_arxiv, observed 2026-05-09T22:24:01.636793Z

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Observation 900e9ebb-6329-453d-9251-e4b99b231e1a · outbound

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

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-05-09T22:24:01.644916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 40481495-2338-4c30-9bfc-56259fd731a4 · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:59:21.515346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8877dbe5-1def-4ee3-ae24-1c0a0288f251 · outbound

This paper cites The Twelfth International Conference on Learning Representations.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models The Twelfth International Conference on Learning Representations

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.491402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4f6c61a9-1040-4342-86a0-f4eb9643cc0c · outbound

This paper cites Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations

Reference 9

Resolution: verified exact; doi, observed 2026-05-09T22:24:01.697464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6b5f9f35-b243-4268-b128-31c288da67b2 · outbound

This paper cites Emogen: Emotional image content generation with text-to-image diffusion models.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Emogen: Emotional image content generation with text-to-image diffusion models

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T22:24:01.683811Z

Source-reported events for the cited work

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Observation 687bc591-e1be-4ebc-856e-39586694dd5a · outbound

This paper cites arXiv preprint arXiv:2505.19678 (2025).

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models arXiv preprint arXiv:2505.19678 (2025)

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T22:24:01.693283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation caffb111-a642-4890-8c03-bf35a5281e53 · outbound

This paper cites Emogen: Emotional image content generation with text-to-image diffusion models.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Emogen: Emotional image content generation with text-to-image diffusion models

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T22:24:01.675606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation aff6787d-e22b-4fdf-9830-3e7a10104a91 · outbound

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

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts , booktitle =

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.527330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 34d3a071-77c0-42ea-886b-4572803fd541 · outbound

This paper cites URLhttps://doi.org/10.1007/978-3-031-73242-3 10.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models URLhttps://doi.org/10.1007/978-3-031-73242-3 10

Reference 14

Resolution: verified exact; doi, observed 2026-05-09T22:24:01.640195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d62e4f69-9bc0-43d5-bbbb-f67f666604e5 · outbound

This paper cites Are We on the Right Way for Evaluating Large Vision-Language Models? , booktitle =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Are We on the Right Way for Evaluating Large Vision-Language Models? , booktitle =

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.506054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 21c3b8db-876d-445f-b3ca-f597247ecd2e · outbound

This paper cites Emogen: Emotional image content generation with text-to-image diffusion models.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Emogen: Emotional image content generation with text-to-image diffusion models

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T22:24:01.650139Z

Source-reported events for the cited work

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Observation b4748b50-c53c-415a-83b5-1cdf32086b15 · outbound

This paper cites We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? , booktitle =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? , booktitle =

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.473217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 450a34f7-47da-40ff-9c2f-526fb9fded50 · outbound

This paper cites M 3CoT: A novel benchmark for multi-domain multi-step multi-modal chain-of-thought.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models M 3CoT: A novel benchmark for multi-domain multi-step multi-modal chain-of-thought

Reference 18

Resolution: verified exact; doi, observed 2026-05-09T22:24:01.666940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3d5acccf-e59d-446e-8e74-571bd9ae3bd4 · outbound

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MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models 2024 , howpublished =

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.515519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1282ce89-670b-4328-9856-302263c6f34f · outbound

This paper cites Weinberger , editor =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Weinberger , editor =

Reference 20

Resolution: metadata mismatch; doi, observed 2026-05-09T22:24:01.670726Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 205f9469-b9cd-4178-ab62-735f43ec8c37 · outbound

This paper cites doi: 10.18653/v1/2022.findings-acl.177.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models doi: 10.18653/v1/2022.findings-acl.177

Reference 21

Resolution: metadata mismatch; doi, observed 2026-05-09T22:24:01.658041Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f2718aeb-e3d2-4a37-b12c-a0b22dcae56d · outbound

This paper cites In: Bouamor, H., Pino, J., Bali, K.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models In: Bouamor, H., Pino, J., Bali, K

Reference 22

Resolution: metadata mismatch; doi, observed 2026-05-09T22:24:01.679101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 466861b1-def5-4b6c-af66-138f94014691 · outbound

This paper cites Emogen: Emotional image content generation with text-to-image diffusion models.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Emogen: Emotional image content generation with text-to-image diffusion models

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T22:24:01.688773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d89f4725-c088-4497-8eb7-850a95bc11b6 · outbound

This paper cites Proximal Policy Optimization Algorithms.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Proximal Policy Optimization Algorithms

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-05-11T16:56:07.528251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 210daae9-352a-4e12-a778-fa5b3bc8a3e1 · outbound

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MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-05-26T02:06:30.479765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f81eb4c0-f2df-4130-8ee7-07c247b25ba5 · outbound

This paper cites Manning and Stefano Ermon and Chelsea Finn , editor =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Manning and Stefano Ermon and Chelsea Finn , editor =

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.512330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0498bf5b-943c-45f8-8d44-d8c7f77e59e8 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Representation Learning with Contrastive Predictive Coding

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-05-11T16:56:07.532925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f0663295-dc05-41ea-a137-ab6047866cf1 · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision , booktitle =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Learning Transferable Visual Models From Natural Language Supervision , booktitle =

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.521562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1cf32a4f-ab14-4031-94f8-e2f97ad5d593 · outbound

This paper cites CoRR , volume =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models CoRR , volume =

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.524390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 66949f46-d71f-4bef-aff8-a1cc7c0fb9bd · outbound

This paper cites Courville and Alessandro Sordoni and Rishabh Agarwal , title =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Courville and Alessandro Sordoni and Rishabh Agarwal , title =

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.509386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 245ea09a-27f5-4add-bb49-b1dd4cdd2752 · outbound

This paper cites CoRR , volume =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models CoRR , volume =

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.485104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 99d9a650-e9db-4882-9fe9-f9f79ed3f544 · outbound

This paper cites Hinton , title =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Hinton , title =

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.482571Z

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Observation ff1d19fd-96da-4408-92a0-0cf271bd2346 · outbound

This paper cites Girshick , title =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Girshick , title =

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.494126Z

Source-reported events for the cited work

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Observation c65b093a-a737-4d98-ba6b-fcf771035c2f · outbound

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MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Unresolved cited work

Reference 34

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Source-reported events for the cited work

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Observation 000932f7-ab17-4d9b-8dfe-af2a41e78fa6 · outbound

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MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models CoRR , volume =

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.487957Z

Source-reported events for the cited work

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Observation cd8d38e0-5b84-425f-a0ea-e4a3fd4ef0f9 · outbound

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MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Le and Ed H

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.544354Z

Source-reported events for the cited work

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Observation cb9f9f91-d5be-4947-b9ca-c04e49070799 · outbound

This paper cites Goodman , title =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Goodman , title =

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.530045Z

Source-reported events for the cited work

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Observation f79f4c06-a35d-4fab-a70b-615623c65cdc · outbound

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MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Unresolved cited work

Reference 38

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Source-reported events for the cited work

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Observation f1863afb-1511-4eb8-964a-93dd3edaa207 · outbound

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MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Unresolved cited work

Reference 39

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Source-reported events for the cited work

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Observation e9ece5a9-02ca-44e6-adcf-96ce2088b615 · outbound

This paper cites Curriculum learning , booktitle =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Curriculum learning , booktitle =

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.536211Z

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MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models CoRR , volume =

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.541632Z

Source-reported events for the cited work

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Observation 2a05db19-21c2-4d78-9cdf-5401856dffdf · outbound

This paper cites an unresolved cited work.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-05-26T02:06:30.539065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5718749e-9eb9-42a9-b032-100340324490 · outbound

This paper cites CoRR , volume =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models CoRR , volume =

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.549928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c7fa927d-c4fb-4485-96b0-8d410d0d7854 · outbound

This paper cites Hybridflow: A flexible and efficient rlhf framework.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models Hybridflow: A flexible and efficient rlhf framework

Reference 44

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T22:24:01.663017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5134ed97-8d98-4042-bb64-2889f08ca845 · outbound

This paper cites CoRR , volume =.

MIRL: Mutual Information-Guided Reinforcement Learning for Vision-Language Models CoRR , volume =

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:30.533258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

No inbound Pith citation observations are available.