{"total":70,"rows":[{"id":"2503.06749","title":"Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models","created":"2025-03-09","cited_by_count":665,"area":"lr"},{"id":"2501.04686","title":"Unlocking Multimodal Mathematical Reasoning via Process Reward Model","created":"2025-01-08","cited_by_count":65,"area":"lr"},{"id":"2506.04207","title":"Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning","created":"2025-06-04","cited_by_count":53,"area":"lr"},{"id":"2506.05331","title":"MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning","created":"2025-06-05","cited_by_count":49,"area":"lr"},{"id":"2505.10557","title":"MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning","created":"2025-05-15","cited_by_count":45,"area":"lr"},{"id":"2505.17018","title":"SophiaVL-R1: Reinforcing MLLMs Reasoning with Thinking Reward","created":"2025-05-22","cited_by_count":45,"area":"lr"},{"id":"2506.07218","title":"Perception-R1: Advancing Multimodal Reasoning Capabilities of MLLMs via Visual Perception Reward","created":"2025-06-08","cited_by_count":45,"area":"lr"},{"id":"2505.22334","title":"Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start","created":"2025-05-28","cited_by_count":41,"area":"lr"},{"id":"2509.21268","title":"MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources","created":"2025-09-25","cited_by_count":39,"area":"lr"},{"id":"2410.04509","title":"ErrorRadar: Benchmarking Complex Mathematical Reasoning of Multimodal Large Language Models Via Error Detection","created":"2024-10-06","cited_by_count":37,"area":"lr"},{"id":"2505.20289","title":"VisualToolAgent (VisTA): A Reinforcement Learning Framework for Visual Tool Selection","created":"2025-05-26","cited_by_count":34,"area":"lr"},{"id":"2505.22453","title":"First SFT, Second RL, Third UPT: Continual Improving Multi-Modal LLM Reasoning via Unsupervised Post-Training","created":"2025-05-28","cited_by_count":34,"area":"lr"},{"id":"2410.17885","title":"Theorem-Validated Reverse Chain-of-Thought Problem Generation for Geometric Reasoning","created":"2024-10-23","cited_by_count":32,"area":"lr"},{"id":"2502.20808","title":"MV-MATH: Evaluating Multimodal Math Reasoning in Multi-Visual Contexts","created":"2025-02-28","cited_by_count":32,"area":"lr"},{"id":"2505.13886","title":"Game-RL: Synthesizing Multimodal Verifiable Game Data to Boost VLMs' General Reasoning","created":"2025-05-20","cited_by_count":32,"area":"lr"},{"id":"2508.10433","title":"We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning","created":"2025-08-14","cited_by_count":32,"area":"lr"},{"id":"2505.13427","title":"MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level Supervision","created":"2025-05-19","cited_by_count":31,"area":"lr"},{"id":"2507.22607","title":"VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning","created":"2025-07-30","cited_by_count":26,"area":"lr"},{"id":"2411.10640","title":"BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices","created":"2024-11-16","cited_by_count":25,"area":"mllm"},{"id":"2502.02339","title":"AStar: Boosting Multimodal Reasoning with Automated Structured Thinking","created":"2025-02-04","cited_by_count":25,"area":"lr"},{"id":"2511.19773","title":"Scaling Agentic Reinforcement Learning for Tool-Integrated Reasoning in VLMs","created":"2025-11-24","cited_by_count":17,"area":"lr"},{"id":"2503.20745","title":"Math Blind: Failures in Diagram Understanding Undermine Reasoning in MLLMs","created":"2025-03-26","cited_by_count":16,"area":"lr"},{"id":"2504.05782","title":"MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models","created":"2025-04-08","cited_by_count":15,"area":"lr"},{"id":"2503.07575","title":"VisBias: Measuring Explicit and Implicit Social Biases in Vision Language Models","created":"2025-03-10","cited_by_count":14,"area":"mllm"},{"id":"2506.09736","title":"Revisiting Visual Understanding in Multimodal Reasoning through a Lens of Image Perturbation","created":"2025-06-11","cited_by_count":14,"area":"lr"},{"id":"2412.08737","title":"Euclid: Supercharging Multimodal LLMs with Synthetic High-Fidelity Visual Descriptions","created":"2024-12-11","cited_by_count":13,"area":"mllm"},{"id":"2502.16435","title":"Human Cognitive Benchmarks Reveal Foundational Visual Gaps in MLLMs","created":"2025-02-23","cited_by_count":13,"area":null},{"id":"2503.16549","title":"MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems","created":"2025-03-19","cited_by_count":10,"area":"mllm"},{"id":"2503.16585","title":"Distributed LLMs and Multimodal Large Language Models: A Survey on Advances, Challenges, and Future Directions","created":"2025-03-20","cited_by_count":10,"area":"mllm"},{"id":"2504.19981","title":"Accurate and Diverse LLM Mathematical Reasoning via Automated PRM-Guided GFlowNets","created":"2025-04-28","cited_by_count":10,"area":"lr"},{"id":"2503.10573","title":"Evaluating Mathematical Reasoning Across Large Language Models: A Fine-Grained Approach","created":"2025-03-13","cited_by_count":8,"area":"lr"},{"id":"2507.16814","title":"Semi-off-Policy Reinforcement Learning for Vision-Language Slow-Thinking Reasoning","created":"2025-07-22","cited_by_count":8,"area":"lr"},{"id":"2505.13261","title":"Unlocking the Potential of Difficulty Prior in RL-based Multimodal Reasoning","created":"2025-05-19","cited_by_count":7,"area":"lr"},{"id":"2603.18472","title":"Cognitive Mismatch in Multimodal Large Language Models for Discrete Symbol Understanding","created":"2026-03-19","cited_by_count":7,"area":"mllm"},{"id":"2602.16742","title":"DeepVision-103K: A Visually Diverse, Broad-Coverage, and Verifiable Mathematical Dataset for Multimodal Reasoning","created":"2026-02-18","cited_by_count":6,"area":"lr"},{"id":"2510.09302","title":"CapGeo-Bench: Decoupling Visual Perception from Reasoning and Evaluating Geometric Understanding","created":"2025-10-10","cited_by_count":5,"area":"lr"},{"id":"2512.03783","title":"Omni-AutoThink: Adaptive Multimodal Reasoning via Reinforcement Learning","created":"2025-12-03","cited_by_count":5,"area":"lr"},{"id":"2512.06258","title":"Knowing the Answer Isn't Enough: Fixing Reasoning Path Failures in LVLMs","created":"2025-12-06","cited_by_count":5,"area":"lr"},{"id":"2601.01874","title":"CogFlow: Bridging Perception and Reasoning through Knowledge Internalization for Visual Mathematical Problem Solving","created":"2026-01-05","cited_by_count":5,"area":"lr"},{"id":"2603.09677","title":"Logics-Parsing-Omni Technical Report","created":"2026-03-10","cited_by_count":5,"area":null},{"id":"2505.09498","title":"Flash-VL 2B: Optimizing Vision-Language Model Performance for Ultra-Low Latency and High Throughput","created":"2025-05-14","cited_by_count":4,"area":"mllm"},{"id":"2507.00045","title":"CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning","created":"2025-06-23","cited_by_count":4,"area":"lr"},{"id":"2507.02804","title":"Multimodal Mathematical Reasoning with Diverse Solving Perspective","created":"2025-07-03","cited_by_count":4,"area":"lr"},{"id":"2503.04167","title":"The Role of Visual Modality in Multimodal Mathematical Reasoning: Challenges and Insights","created":"2025-03-06","cited_by_count":3,"area":"lr"},{"id":"2505.05446","title":"Adaptive Markup Language Generation for Contextually-Grounded Visual Document Understanding","created":"2025-05-08","cited_by_count":3,"area":null},{"id":"2509.16628","title":"Enhancing Scientific Visual Question Answering via Vision-Caption aware Supervised Fine-Tuning","created":"2025-09-20","cited_by_count":3,"area":"mllm"},{"id":"2505.23867","title":"InfiMed: Low-Resource Medical MLLMs with Advancing Understanding and Reasoning","created":"2025-05-29","cited_by_count":2,"area":"lr"},{"id":"2511.06805","title":"MathSE: Improving Multimodal Mathematical Reasoning via Self-Evolving Iterative Reflection and Reward-Guided Fine-Tuning","created":"2025-11-10","cited_by_count":2,"area":"lr"},{"id":"2601.10254","title":"NoReGeo: Non-Reasoning Geometry Benchmark","created":"2026-01-15","cited_by_count":2,"area":"lr"},{"id":"2603.09551","title":"GeoSolver: Scaling Test-Time Reasoning in Remote Sensing with Fine-Grained Process Supervision","created":"2026-03-10","cited_by_count":2,"area":"lr"},{"id":"2603.21029","title":"KLDrive: Fine-Grained 3D Scene Reasoning for Autonomous Driving based on Knowledge Graph","created":"2026-03-22","cited_by_count":2,"area":"lr"},{"id":"2605.12154","title":"MM-OptBench: A Solver-Grounded Benchmark for Multimodal Optimization Modeling","created":"2026-05-12","cited_by_count":2,"area":null},{"id":"2607.13248","title":"GSM-Plus-BN: A Perturbation-Based Benchmark for Bangla Mathematical Reasoning in Large Language Models","created":"2026-07-14","cited_by_count":2,"area":"lr"},{"id":"2607.14658","title":"TopoAgent: A Self-Evolving Topological Agent for Multimodal Scientific Reasoning","created":"2026-07-16","cited_by_count":2,"area":"lr"},{"id":"2502.11915","title":"On the robustness of ChatGPT in teaching Korean Mathematics","created":"2025-02-17","cited_by_count":1,"area":null},{"id":"2505.11141","title":"Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans","created":"2025-05-16","cited_by_count":1,"area":"lr"},{"id":"2506.07418","title":"Evaluating Visual Mathematics in Multimodal LLMs: A Multilingual Benchmark Based on the Kangaroo Tests","created":"2025-06-09","cited_by_count":1,"area":"mllm"},{"id":"2511.11704","title":"Simple Vision-Language Math Reasoning via Rendered Text","created":"2025-11-12","cited_by_count":1,"area":"lr"},{"id":"2602.08524","title":"GeoFocus: Blending Efficient Global-to-Local Perception for Multimodal Geometry Problem-Solving","created":"2026-02-09","cited_by_count":1,"area":"mllm"},{"id":"2602.10138","title":"Multimodal Information Fusion for Chart Understanding: A Survey of MLLMs -- Evolution, Limitations, and Cognitive Enhancement","created":"2026-02-08","cited_by_count":1,"area":null},{"id":"2607.02089","title":"ESC: Emotional Self-Correction for Reliable Vision-Language Models","created":"2026-07-01","cited_by_count":1,"area":"mllm"},{"id":"2607.21552","title":"MIRROR: Learning from the Other View for Multi-Modal Reasoning","created":"2026-07-23","cited_by_count":1,"area":"lr"},{"id":"2504.14098","title":"Enhancing Math Learning in an LMS Using AI-Driven Question Recommendations","created":"2025-04-18","cited_by_count":0,"area":null},{"id":"2512.03126","title":"Hierarchical Process Reward Models are Symbolic Vision Learners","created":"2025-12-02","cited_by_count":0,"area":"lr"},{"id":"2601.17489","title":"SpatialMath: Spatial Comprehension-Infused Symbolic Reasoning for Mathematical Problem-Solving","created":"2026-01-24","cited_by_count":0,"area":"lr"},{"id":"2603.08291","title":"A Survey of Multimodal Mathematical Reasoning: From Perception, Alignment to Reasoning","created":"2026-03-09","cited_by_count":0,"area":"lr"},{"id":"2603.12166","title":"LatentGeo: Learnable Auxiliary Constructions in Latent Space for Multimodal Geometric Reasoning","created":"2026-03-12","cited_by_count":0,"area":"lr"},{"id":"2606.01145","title":"Reasoning4Sciences: Bridging Reasoning Language Models to All Scientific Branches","created":"2026-05-31","cited_by_count":0,"area":"lr"},{"id":"2606.14176","title":"VeriGeo: Controllable Geometry Question Generation with Numerical and Analytical Verification","created":"2026-06-12","cited_by_count":0,"area":"lr"},{"id":"2606.17888","title":"MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning","created":"2026-06-16","cited_by_count":0,"area":"lr"}],"next_cursor":null}