Paper Citation Record · LEDGER

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

As of 7 August 2026, this Paper Citation Record lists 84 of 84 outbound references and 7 inbound Pith citation observations for arXiv:2507.22607.

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

pith.paper-citation-record.v1
2507.22607 v2

Coverage vector

measured 84 of 84 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:35:17.065465Z

measured 91 of 91 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T01:02:19.508421Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T04:59:04.384350Z

Reference resolution

84 of 84 outbound references displayed

verified exact1
verified fuzzy23
unresolved59
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 54049b08-9391-4379-9fbf-20e52d30d42c · outbound

This paper cites write newline.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:10.477882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13042578-5ec5-4f8c-944d-e5a51be5cf31 · outbound

This paper cites Lawrence Zitnick, and Devi Parikh.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Lawrence Zitnick, and Devi Parikh

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:10.557456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f1e2dce-30c4-4672-9782-c4b5718fdb86 · outbound

This paper cites Online difficulty filtering for reasoning oriented reinforcement learning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Online difficulty filtering for reasoning oriented reinforcement learning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:10.638199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7176cc5-e0ac-423c-885b-b039634e5bd4 · outbound

This paper cites Qwen2.5-VL Technical Report.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Qwen2.5-VL Technical Report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:10.725559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a63931d8-ab36-4a5e-9ac2-e55b1ce0d650 · outbound

This paper cites Why reasoning matters? a survey of advancements in multimodal reasoning (v1).

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Why reasoning matters? a survey of advancements in multimodal reasoning (v1)

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:10.789782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21186ae1-501d-4c0f-aca8-09281ecef484 · outbound

This paper cites MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:10.875843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 964d3a2c-fc91-4a66-8762-27fcf425b58a · outbound

This paper cites An augmented benchmark dataset for geometric question answering through dual parallel text encoding.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning An augmented benchmark dataset for geometric question answering through dual parallel text encoding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:10.966973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 040fa2d6-44dc-4bbf-99c6-812fbc13ae04 · outbound

This paper cites MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:11.054606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2002dd82-d613-494e-9ef1-9728bcaa0b7a · outbound

This paper cites Are we on the right way for evaluating large vision-language models? In Advances in Neural Information Processing Systems, volume 37, pages 27056--27087.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Are we on the right way for evaluating large vision-language models? In Advances in Neural Information Processing Systems, volume 37, pages 27056--27087

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:11.122102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18b332d0-2250-4ab4-8be9-6de1ac4d3f13 · outbound

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

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:11.199513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98c1c08e-f4f6-4914-8582-a873fff20c39 · outbound

This paper cites GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:11.261146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 741ccbd2-bd02-4fae-937f-71dfa9914d91 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:11.322903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fc652ec-75b4-4ff7-83b7-209bed591f5b · outbound

This paper cites Process Reinforcement through Implicit Rewards.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Process Reinforcement through Implicit Rewards

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:11.396601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bf97d87-532a-4cea-a4d4-6255436cb00c · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:11.478886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eaa11f0-5426-4e9c-8fb3-279101544562 · outbound

This paper cites OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:11.551556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12e36423-71e4-45c6-ba43-8731c8fc571f · outbound

This paper cites Learning to Reason at the Frontier of Learnability.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Learning to Reason at the Frontier of Learnability

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-06T11:35:19.260704Z

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 7dc2e68f-da02-49c7-99ce-323a4165054e · outbound

This paper cites Training reasoning model with dynamic advantage estimation on reinforcement learning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Training reasoning model with dynamic advantage estimation on reinforcement learning

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.532596Z

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 5674d609-ce4d-4451-9ee5-3abafcfda2f3 · outbound

This paper cites Seed1.5-VL Technical Report.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Seed1.5-VL Technical Report

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:11.788450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7ae7c65-1c24-4eef-8281-58c46bfdc0d1 · outbound

This paper cites Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:11.882839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 070f3235-909a-44d8-9ed8-e02ccc974393 · outbound

This paper cites Geometry3k dataset.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Geometry3k dataset

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.505371Z

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 59c27b3d-f3ee-47fc-be56-057b04bcc0d5 · outbound

This paper cites Praxis-vlm: Vision-grounded decision making via text-driven reinforcement learning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Praxis-vlm: Vision-grounded decision making via text-driven reinforcement learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:12.073283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55ae742c-f31d-4b6b-980d-f5439f9f194e · outbound

This paper cites From pixels to insights: A survey on automatic chart understanding in the era of large foundation models.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning From pixels to insights: A survey on automatic chart understanding in the era of large foundation models

Reference 22

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T11:35:19.059231Z

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 3eea1caa-c8c4-474a-adc1-dec8fc0de83b · outbound

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

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:12.269450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 622e4ddf-f732-447a-a298-7713926759af · outbound

This paper cites Dvqa: Understanding data visualizations via question answering.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Dvqa: Understanding data visualizations via question answering

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.482903Z

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 09ef1428-3740-44a4-a34f-bea91068c955 · outbound

This paper cites FigureQA: An Annotated Figure Dataset for Visual Reasoning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning FigureQA: An Annotated Figure Dataset for Visual Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:12.431479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b36d46da-ae96-4ffb-ad51-1332e75d90ed · outbound

This paper cites Geomverse: A systematic evaluation of large models for geometric reasoning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Geomverse: A systematic evaluation of large models for geometric reasoning

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.448068Z

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 5c6a870b-dc3e-4ef8-b08b-8261a036c6ec · outbound

This paper cites A Diagram Is Worth A Dozen Images.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning A Diagram Is Worth A Dozen Images

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:12.624405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6f4bba1-95a3-4d4f-8797-624efe99f063 · outbound

This paper cites Are you smarter than a sixth grader? textbook question answering for multimodal machine comprehension.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Are you smarter than a sixth grader? textbook question answering for multimodal machine comprehension

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.409113Z

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 234da070-10b5-47d5-8378-a80fbfd889af · outbound

This paper cites Kimi-VL Technical Report.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Kimi-VL Technical Report

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:12.869983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 611e5043-5787-4838-90a4-b76be642e8ca · outbound

This paper cites Efficient memory management for large language model serving with pagedattention.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Efficient memory management for large language model serving with pagedattention

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:12.957353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85361d45-7f65-48c7-918a-224922dd1a17 · outbound

This paper cites Mmr1: Advancing the frontiers of multimodal reasoning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Mmr1: Advancing the frontiers of multimodal reasoning

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.381844Z

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 14388c57-3db9-452f-8096-6b0e5b080ed1 · outbound

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

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning LLaVA-OneVision: Easy Visual Task Transfer

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:13.181649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd5aab48-f995-4ddb-9d12-b63be513e705 · outbound

This paper cites Multimodal A r X iv: A dataset for improving scientific comprehension of large vision-language models.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Multimodal A r X iv: A dataset for improving scientific comprehension of large vision-language models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.351887Z

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 9d919eb4-5b50-4b83-a92f-34d7ca3bfdd8 · outbound

This paper cites Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:13.370466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 000d71fa-0e5f-4399-95cf-096f43ec2211 · outbound

This paper cites an unresolved cited work.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:35:20.331929Z

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 a272faa2-9efb-4ed2-af7d-868140e90a10 · outbound

This paper cites CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:13.544048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19c91810-f651-48d3-a55c-bbbe38e6c9f2 · outbound

This paper cites Let's Learn Step by Step: Enhancing In-Context Learning Ability with Curriculum Learning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Let's Learn Step by Step: Enhancing In-Context Learning Ability with Curriculum Learning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:13.646813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2c639ba-576c-4690-96aa-5dc51cf17fac · outbound

This paper cites OThink-MR1: Stimulating multimodal generalized reasoning capabilities via dynamic reinforcement learning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning OThink-MR1: Stimulating multimodal generalized reasoning capabilities via dynamic reinforcement learning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:13.696453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e4bc9f4-029d-4427-ac69-62e27d52f372 · outbound

This paper cites I nter- GPS : Interpretable geometry problem solving with formal language and symbolic reasoning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning I nter- GPS : Interpretable geometry problem solving with formal language and symbolic reasoning

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.306826Z

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 d3241435-0bc0-48cf-92ba-75d970ca1ee3 · outbound

This paper cites Learn to explain: Multimodal reasoning via thought chains for science question answering.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Learn to explain: Multimodal reasoning via thought chains for science question answering

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.268566Z

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 63767ebc-06a4-452e-bba5-d17dfa11336a · outbound

This paper cites Learn to explain: Multimodal reasoning via thought chains for science question answering.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Learn to explain: Multimodal reasoning via thought chains for science question answering

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.238200Z

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 6e8eedeb-dd89-418b-9865-3f956500fb27 · outbound

This paper cites Dynamic prompt learning via policy gradient for semi-structured mathematical reasoning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Dynamic prompt learning via policy gradient for semi-structured mathematical reasoning

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.214060Z

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 31fc8aab-f8ba-4cfc-b528-1a378a232163 · outbound

This paper cites Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.177552Z

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 1f943558-6a0d-4e7a-937d-4f8a6ce7525f · outbound

This paper cites Ok-vqa: A visual question answering benchmark requiring external knowledge.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Ok-vqa: A visual question answering benchmark requiring external knowledge

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.133097Z

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 0d402177-11f6-4b97-89de-2ddbbb68d9e9 · outbound

This paper cites C hart QA : A benchmark for question answering about charts with visual and logical reasoning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning C hart QA : A benchmark for question answering about charts with visual and logical reasoning

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:20.093124Z

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 a59bf0f9-972f-4451-ac8a-f2d9174d7803 · outbound

This paper cites an unresolved cited work.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:35:20.048947Z

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 dd33d92a-addf-4f10-b8af-31d4302f6014 · outbound

This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:14.535353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4da184e-e397-4b61-91b8-025377d4bb67 · outbound

This paper cites Mm-raven dataset.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Mm-raven dataset

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:19.991653Z

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 4b56d378-a046-44be-9a9d-881cd2bdd161 · outbound

This paper cites GPT-4o System Card.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning GPT-4o System Card

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:14.838276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fc021f3-3c8e-430d-b09a-ce549191cd95 · outbound

This paper cites OpenAI o1 System Card.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning OpenAI o1 System Card

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:14.997552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea339a15-9d74-4cac-a8c9-e7bedbc64b86 · outbound

This paper cites Introducing o3 and o4-mini, Apr 2025.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Introducing o3 and o4-mini, Apr 2025

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:19.958427Z

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 aa737a75-60f6-4a30-9d21-504693cc1370 · outbound

This paper cites MultiMath: Bridging Visual and Mathematical Reasoning for Large Language Models.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning MultiMath: Bridging Visual and Mathematical Reasoning for Large Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:15.317388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2515639a-a809-49df-bc4c-4378da6d87c5 · outbound

This paper cites Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:15.419272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 932e1a39-7e5d-4704-a762-a1fcf968494d · outbound

This paper cites LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:15.534226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22b052ad-bc5c-4820-8139-2efb1e1acaa9 · outbound

This paper cites ZeRO: Memory Optimizations Toward Training Trillion Parameter Models.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning ZeRO: Memory Optimizations Toward Training Trillion Parameter Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:15.684127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60b4a228-a4c9-4372-b65b-a066ffeea452 · outbound

This paper cites Lee, and Sanjeev Arora.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Lee, and Sanjeev Arora

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:15.800325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2323f953-4b41-44b2-86b6-0222ec7750db · outbound

This paper cites No regrets: Investigating and improving regret approximations for curriculum discovery.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning No regrets: Investigating and improving regret approximations for curriculum discovery

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:19.925923Z

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 1cacfd91-3944-4602-962b-b075b72b404c · outbound

This paper cites Proximal Policy Optimization Algorithms.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Proximal Policy Optimization Algorithms

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.091115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d91a1e05-aef0-46a4-a680-5f1d2cbc8881 · outbound

This paper cites Solving geometry problems: Combining text and diagram interpretation.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Solving geometry problems: Combining text and diagram interpretation

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:19.889566Z

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 a6880f23-c8ea-471f-be10-d828993de729 · outbound

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

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.328165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4ccf0f3-fccc-4bd8-b1cb-9565737fa5ed · outbound

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

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.406576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bf90c29-76a7-4025-a890-bf8a7abcaba7 · outbound

This paper cites Reason-rft: Reinforcement fine-tuning for visual reasoning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Reason-rft: Reinforcement fine-tuning for visual reasoning

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.522372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1408843-6133-45c9-85a0-c0dea7c0eb1e · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.616404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1053a9d7-4770-40b1-bef5-dad6792d701f · outbound

This paper cites Kwai Keye-VL Technical Report.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Kwai Keye-VL Technical Report

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.696524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b7b1b29-f5c3-4b98-b8a3-4cdeeab7685f · outbound

This paper cites Proximal curriculum for reinforcement learning agents.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Proximal curriculum for reinforcement learning agents

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:19.854685Z

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 c11ed112-8967-4abb-950b-fbefb08bb0c3 · outbound

This paper cites EasyARC: Evaluating Vision Language Models on True Visual Reasoning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning EasyARC: Evaluating Vision Language Models on True Visual Reasoning

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.862947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b3826cd-41d8-4fa2-9016-bc8470a27e38 · outbound

This paper cites VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.911475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 350f6a5e-6456-4883-ae1f-e299ef20e02f · outbound

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

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Measuring multimodal mathematical reasoning with MATH -vision dataset

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:19.833946Z

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 7557b985-2c27-4fa3-a62c-bb6b5b8b145b · outbound

This paper cites Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.929602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af3cbdf7-50fb-4977-a426-7995841d4cec · outbound

This paper cites VisualPRM: An Effective Process Reward Model for Multimodal Reasoning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.939733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 305f264d-089d-4270-bb78-93469a4b5cfe · outbound

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

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.945350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfd4aaa5-e589-4e5d-ab01-5e612133bacc · outbound

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

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.956546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e1acafe-a7de-49ba-bd59-83aa60afbf33 · outbound

This paper cites Dump: Automated distribution-level curriculum learning for rl-based llm post-training.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Dump: Automated distribution-level curriculum learning for rl-based llm post-training

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.963513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3734cd3e-b72a-4bc5-bbe5-88d40e059ab6 · outbound

This paper cites Visionary-r1: Mitigating shortcuts in visual reasoning with reinforcement learning.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Visionary-r1: Mitigating shortcuts in visual reasoning with reinforcement learning

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.975438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3bb9ff8-6327-49c8-8ede-e473a57a6d50 · outbound

This paper cites LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.981526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d59c3070-7a72-4260-95e0-c1aa257b892f · outbound

This paper cites LLaVA-CoT: Let Vision Language Models Reason Step-by-Step.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.991360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b170dfae-ac11-4663-a536-7f5de7a76efe · outbound

This paper cites R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:17.004209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e9f9bd2-7984-4338-86fd-750d3c07a831 · outbound

This paper cites Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:17.014678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0286856-2e9d-441d-a795-7a0c5e70f566 · outbound

This paper cites R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:17.026282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3d821ee-88a5-48d2-937f-0b350eccea1b · outbound

This paper cites Demystifying long chain-of-thought reasoning in LLM s.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Demystifying long chain-of-thought reasoning in LLM s

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:19.812044Z

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 d034e52f-ab65-4e9d-bfad-3c7a864347d2 · outbound

This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:19.787127Z

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 ae53f1e3-2e59-4c8a-b052-dddfa5c9851e · outbound

This paper cites R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:17.051622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 104e62ac-c4a1-4242-a08e-7463f90a3681 · outbound

This paper cites Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? In European Conference on Computer Vision, pages 169--186.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? In European Conference on Computer Vision, pages 169--186

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:35:19.754027Z

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 c1a0e333-2281-4592-9ac8-944816137f3b · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:17.065465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9c80213e-e434-4764-b9a1-dd9b0fe19e70 · inbound

LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model cites this paper.

LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-05T13:24:39.926180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0883df8-392f-4615-bfd3-d79f613c767b · inbound

Asking like Socrates: Socrates helps VLMs understand remote sensing images cites this paper.

Asking like Socrates: Socrates helps VLMs understand remote sensing images VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-17T04:59:04.387061Z

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 d6797923-e4a0-476d-9806-a043a665a98b · inbound

Wiki-R1: Incentivizing Multimodal Reasoning for Knowledge-based VQA via Data and Sampling Curriculum cites this paper.

Wiki-R1: Incentivizing Multimodal Reasoning for Knowledge-based VQA via Data and Sampling Curriculum VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-15T14:43:21.866055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fcde6b4-21d1-4336-8c69-3c24414e05e9 · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Reference 79

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:25:59.333264Z

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 1c4333a1-db5c-4e5d-9025-e87ed495ce24 · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Reference 89

Resolution: unresolved; no resolver link, observed 2026-07-12T22:48:45.647588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82fd2cc8-b1da-4349-97f8-e1b19fe59164 · inbound

SSL-R1: Self-Supervised Visual Reinforcement Post-Training for Multimodal Large Language Models cites this paper.

SSL-R1: Self-Supervised Visual Reinforcement Post-Training for Multimodal Large Language Models VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Reference 79

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:36:08.628351Z

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 e23bf316-9def-4bcc-9c1c-709b780d2bc8 · inbound

ChronoVision: Temporal Reasoning via Latent State Reconstruction cites this paper.

ChronoVision: Temporal Reasoning via Latent State Reconstruction VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T01:02:19.508421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.