Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 21 inbound Pith citation observations for arXiv:2407.08739.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:55:56.665148Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T22:47:26.006183Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation 24af4123-0fd2-44b7-92f7-832014c86653 · inbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4a21b82d-8f57-4c5d-8782-6593f43566e9 · inbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a2f6558d-bacf-40b3-9290-d6f5d0d6db7a · inbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 16f579f7-a6d3-4b0f-8645-548a8440880a · inbound
DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 110
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7d4d353c-549d-424a-8824-bc950204ba0d · inbound
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 161
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c209adac-e703-4368-a0cb-5989f264fe0a · inbound
MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 80
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 53cdd838-b3db-45ab-9ddc-eed5a0d2135e · inbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b529bdf1-551a-4362-aa4e-a75d6d4924ab · inbound
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
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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 66
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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 56
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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 18
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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7abe790c-2990-4cb5-8685-08c7b2b55b60 · inbound
Multilingual Multimodal Software Developer for Code Generation MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 94
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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 55
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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 82
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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fc019f4c-96cb-4dad-b159-2c8c190cc679 · inbound
MICo-150K: A Comprehensive Dataset Advancing Multi-Image Composition MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 98
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 638c9f27-1926-4981-a4f8-e3dc2dd532dd · inbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 73
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 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.