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 41 inbound Pith citation observations for arXiv:2411.00836.
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 2026-08-08T15:26:07.809728Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T20:48:56.041994Z
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 4794ee11-da2e-46c1-84dc-2d3eaaa2a716 · inbound
MATH-Perturb: Benchmarking LLMs' Math Reasoning Abilities against Hard Perturbations DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2dd2c26-2ff9-4d2e-9eea-9e2b62982ada · inbound
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 41
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 54d46fca-135d-447d-8e2c-1e722cc02ab6 · inbound
R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 57
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 cae3aea9-046d-48a6-b246-c7d7fac5a7dd · inbound
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 156
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 c1496f25-d005-4f09-80d0-1a64808b027e · inbound
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 31
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 5ae7bb7b-10ed-462e-908c-fd816a7b30b4 · inbound
TimeCausality: Evaluating the Causal Ability in Time Dimension for Vision Language Models DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b61006d-4166-4d49-ad64-4c018a689bad · inbound
MiMo-VL Technical Report DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5bc9403-a0d6-4efd-b92f-bc0e7a252ec1 · inbound
WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 86
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68b418f4-f233-4f31-b187-9a27584609bf · inbound
MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7f21d7b-1304-4d8e-aa23-099a7a46970d · inbound
GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 74
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 9da45d34-702a-41cc-9fa9-a0241d60580d · inbound
Kwai Keye-VL Technical Report DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e509b6e9-ec44-41bd-865e-d1e0d170bfc1 · inbound
BMMR: A Large-Scale Bilingual Multimodal Multi-Discipline Reasoning Dataset DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78c0a6e1-1605-47cb-86ed-90f98db30e62 · inbound
Position: Reasoning After Perception Means Reasoning Without Vision DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25648867-0a60-4698-8cd4-62272875f645 · inbound
GM-PRM: A Generative Multimodal Process Reward Model for Multimodal Mathematical Reasoning DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 803706d1-06d3-4b48-8f87-64fdea209998 · inbound
MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b2461dd-f50c-4b0b-b157-80895269b884 · inbound
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 190
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 9e06aefb-62f4-4a2c-a405-f24a37aebcb5 · inbound
R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a76cfdb-d8cb-4be2-b25b-a98ce65010b4 · inbound
Kwai Keye-VL 1.5 Technical Report DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ff0b8d2-eeb1-4d9b-8ca6-3d5e54c15a04 · inbound
Can Vision-Language Models Solve Visual Math Equations? DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb89482a-18be-46e9-b761-04106fad767e · inbound
Boosting Reasoning in Large Multimodal Models via Activation Replay DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
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 3abf123a-2591-4894-920f-4ff320b2353d · inbound
Addressing Overthinking in Large Vision-Language Models via Gated Perception-Reasoning Optimization DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
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 6ff6ff25-35b0-498f-9c44-152740a151c8 · inbound
ChartVerse: Scaling Chart Reasoning via Reliable Programmatic Synthesis from Scratch DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 52
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 d81264c5-2706-49e1-bb91-813a388323b3 · inbound
CodePercept: Code-Grounded Visual STEM Perception for MLLMs DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 583be613-923c-472f-96ff-0a2bc5223d62 · inbound
Seed1.8 Model Card: Towards Generalized Real-World Agency DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
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 367a7780-a059-4402-9a3c-a76e46315220 · inbound
Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 58
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 7b7096a6-de08-413d-9bd5-22762d1f2f95 · inbound
Why and When Visual Token Pruning Fails? A Study on Relevant Visual Information Shift in MLLMs Decoding DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 55
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 a5a5f8eb-ce0c-4d76-8b63-65250ae29914 · inbound
ReaLB: Real-Time Load Balancing for Multimodal MoE Inference DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 2
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 574323eb-0efb-4a20-8e7b-e5dc35346274 · inbound
Segment-Aligned Policy Optimization for Multi-Modal Reasoning DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 22
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 e8a2003e-ca14-4039-aa51-13d48769aa30 · inbound
Uni-OPD: Unifying On-Policy Distillation with a Dual-Perspective Recipe DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 54
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 94f731f4-8d62-4817-aa77-2f3d071c6fc5 · inbound
CEPO: RLVR Self-Distillation using Contrastive Evidence Policy Optimization DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 29
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 77cdde0a-33d9-4c61-8880-9092fa519084 · inbound
Are Tools Always Beneficial? Learning to Invoke Tools Adaptively for Dual-Mode Multimodal LLM Reasoning DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 55
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 62ba18d2-50e4-444a-b080-abbb816179e0 · inbound
TRON: Targeted Rule-Verifiable Online Environments for Visual Reasoning RL DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 50
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 bcdf8a07-284a-487e-8e7d-6cbf472d189b · inbound
Sci-Rho: A Multilingual Visually-Grounded Symbolic Benchmark for STEM Problems DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
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 7e73f050-7a90-42da-aa3d-e2d49f48d2ae · inbound
Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 120
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 2eac8e13-ee06-4d26-acba-29fdfa65db91 · inbound
Kwai Keye-VL-2.0 Technical Report DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 113
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 735cf272-874d-4908-b4d9-26409cdabd90 · inbound
Zone of Proximal Policy Optimization: Teacher in Prompts, Not Gradients DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 133
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 203aa784-5ef5-4555-9b26-f50f1b9fd1b7 · inbound
TuringViT: Making SOTA Vision Transformers Accessible to All DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
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 0d3444e8-d223-4509-9899-5de7a94a8763 · inbound
Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 150
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 ee54c62c-eef4-4ccd-ac6c-f89ced35fad5 · inbound
Model Guides You How to Draw: Adaptive Visual Gating for Unified Multimodal Reasoning DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6346352-c820-4d72-88fc-7d33e3b9970a · inbound
What Transfers from Text to Vision? Capability Scaling Laws and Transfer Dynamics for VLMs DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9ba0465-73f0-47d9-a34b-4f562c052503 · inbound
MIDAL: A Dataset of Math Image Descriptions for Accessible Learning DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.