Paper Citation Record · LEDGER

MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 33 inbound Pith citation observations for arXiv:2407.08739.

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

pith.paper-citation-record.v1
2407.08739 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 33 of 33 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:39:41.271015Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T22:47:26.006183Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
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External citation measurements

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Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 24af4123-0fd2-44b7-92f7-832014c86653 · inbound

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

MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems? MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 70

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T01:29:30.190346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4a21b82d-8f57-4c5d-8782-6593f43566e9 · inbound

LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models cites this paper.

LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:01:54.061147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a2f6558d-bacf-40b3-9290-d6f5d0d6db7a · inbound

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization cites this paper.

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 115

Resolution: verified exact; arxiv_id, observed 2026-05-16T09:16:17.557931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 85fff0dc-67ad-47f3-9f54-1887afb37c4f · inbound

Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models cites this paper.

Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-12T15:17:06.953147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8a7b446-b3ec-4a88-b3fb-a2b8eae8a6dd · inbound

Chimera: Improving Generalist Model with Domain-Specific Experts cites this paper.

Chimera: Improving Generalist Model with Domain-Specific Experts MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-11T20:13:47.733814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16f579f7-a6d3-4b0f-8645-548a8440880a · inbound

DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding cites this paper.

DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 110

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:09:26.732425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c6ba98ab-5eb9-4534-b122-ca04f7d1ad34 · inbound

Diving into Self-Evolving Training for Multimodal Reasoning cites this paper.

Diving into Self-Evolving Training for Multimodal Reasoning MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T05:32:39.069771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e36f441-a28e-497c-9b40-36cd2d2faff2 · inbound

Valley2: Exploring Multimodal Models with Scalable Vision-Language Design cites this paper.

Valley2: Exploring Multimodal Models with Scalable Vision-Language Design MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-10T21:10:19.283464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bed7407-1a0f-4229-a0b6-dad16cd87fed · inbound

IMAGINE-E: Image Generation Intelligence Evaluation of State-of-the-art Text-to-Image Models cites this paper.

IMAGINE-E: Image Generation Intelligence Evaluation of State-of-the-art Text-to-Image Models MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-10T15:31:35.805509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

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 d8e3cae9-a97d-4dd0-a61f-c33ce0a4b57d · inbound

Eagle 2: Building Post-Training Data Strategies from Scratch for Frontier Vision-Language Models cites this paper.

Eagle 2: Building Post-Training Data Strategies from Scratch for Frontier Vision-Language Models MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-10T18:04:34.054480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d29311d-00d3-49c8-a2df-2333d5253a68 · inbound

DAMA: Data- and Model-aware Alignment of Multi-modal LLMs cites this paper.

DAMA: Data- and Model-aware Alignment of Multi-modal LLMs MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T13:59:32.087633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d4d353c-549d-424a-8824-bc950204ba0d · inbound

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

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 161

Resolution: verified exact; arxiv_id, observed 2026-05-15T17:18:53.270300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c209adac-e703-4368-a0cb-5989f264fe0a · inbound

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

MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 80

Resolution: verified exact; arxiv_id, observed 2026-05-22T22:57:13.394341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 53cdd838-b3db-45ab-9ddc-eed5a0d2135e · inbound

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

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 148

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:41:08.184254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 622de149-5f4c-43b5-9b79-19c1dc7ce316 · inbound

Weaving Context Across Images: Improving Vision-Language Models through Focus-Centric Visual Chains cites this paper.

Weaving Context Across Images: Improving Vision-Language Models through Focus-Centric Visual Chains MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T05:39:41.271015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f77bb31-266a-484a-b632-62cd419008ed · 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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-16T04:41:47.868491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c702a44-897e-4cb6-aa1b-66bcefa6ec32 · inbound

TEMPURA: Temporal Event Masked Prediction and Understanding for Reasoning in Action cites this paper.

TEMPURA: Temporal Event Masked Prediction and Understanding for Reasoning in Action MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:40.304941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ebd1b06-816f-478b-9181-2b73876249d4 · inbound

MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level Supervision cites this paper.

MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level Supervision MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T20:17:23.370295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b529bdf1-551a-4362-aa4e-a75d6d4924ab · 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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:56.665148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bbde23e-4ac3-482c-8e41-cabfad96a542 · inbound

Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start cites this paper.

Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T13:12:58.908022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a67142b-43ef-49a4-a05e-f83c9a3c7073 · inbound

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

Self-Reflective Reinforcement Learning for Diffusion-based Image Reasoning Generation MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:40.804899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b142e3ae-f505-4f10-8d0c-6687061a00a4 · inbound

Fast-in-Slow: A Dual-System Foundation Model Unifying Fast Manipulation within Slow Reasoning cites this paper.

Fast-in-Slow: A Dual-System Foundation Model Unifying Fast Manipulation within Slow Reasoning MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T11:34:12.657363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b0f0c64-a046-495b-afaf-bc5aacb038bb · inbound

Vision-EKIPL: External Knowledge-Infused Policy Learning for Visual Reasoning cites this paper.

Vision-EKIPL: External Knowledge-Infused Policy Learning for Visual Reasoning MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-05-19T10:37:14.947419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7abe790c-2990-4cb5-8685-08c7b2b55b60 · inbound

Multilingual Multimodal Software Developer for Code Generation cites this paper.

Multilingual Multimodal Software Developer for Code Generation MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.402131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebeb8b8e-d759-4132-9dd0-3cd68ed37aac · inbound

SyncLoop: A Multimodal Dual-Loop Framework for Self-Improving Mathematical Reasoning cites this paper.

SyncLoop: A Multimodal Dual-Loop Framework for Self-Improving Mathematical Reasoning MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T15:12:02.048255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c842d2f-a386-4325-bfd3-8d7b4aa80f9d · 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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-05T20:44:18.084915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f00765b-351e-4bde-8836-8bd28789fc4a · inbound

NoisyGRPO: Incentivizing Multimodal CoT Reasoning via Noise Injection and Bayesian Estimation cites this paper.

NoisyGRPO: Incentivizing Multimodal CoT Reasoning via Noise Injection and Bayesian Estimation MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-18T04:40:53.011695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fc019f4c-96cb-4dad-b159-2c8c190cc679 · inbound

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

MICo-150K: A Comprehensive Dataset Advancing Multi-Image Composition MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 98

Resolution: verified exact; arxiv_id, observed 2026-05-17T00:21:23.392627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 638c9f27-1926-4981-a4f8-e3dc2dd532dd · inbound

Are Tools Always Beneficial? Learning to Invoke Tools Adaptively for Dual-Mode Multimodal LLM Reasoning cites this paper.

Are Tools Always Beneficial? Learning to Invoke Tools Adaptively for Dual-Mode Multimodal LLM Reasoning MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T06:18:05.302009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 913fe041-bf1c-4595-8295-43f8808509d4 · inbound

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery cites this paper.

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 73

Resolution: verified exact; arxiv_id, observed 2026-07-02T22:47:26.007669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 664e61c1-603b-4fdd-9fe9-9deef7b40e75 · inbound

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery cites this paper.

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-02T12:05:09.795947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ea9a2ae-b86a-4381-8109-45b8302c42c7 · inbound

FormalAnalyticGeo: A Neural-Symbolic Based Framework for Multimodal Analytic Geometry Problem Generation cites this paper.

FormalAnalyticGeo: A Neural-Symbolic Based Framework for Multimodal Analytic Geometry Problem Generation MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T06:15:36.702227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.