{"total":114,"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":"2407.01284","title":"We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?","created":"2024-07-01","cited_by_count":286,"area":"lr"},{"id":"2402.00157","title":"Large Language Models for Mathematical Reasoning: Progresses and Challenges","created":"2024-01-31","cited_by_count":284,"area":"lr"},{"id":"2412.18319","title":"Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search","created":"2024-12-24","cited_by_count":175,"area":"lr"},{"id":"2504.02546","title":"GPG: A Simple and Strong Reinforcement Learning Baseline for Model Reasoning","created":"2025-04-03","cited_by_count":150,"area":"lr"},{"id":"2411.00836","title":"DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models","created":"2024-10-29","cited_by_count":146,"area":"lr"},{"id":"2504.07934","title":"SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement","created":"2025-04-10","cited_by_count":145,"area":"lr"},{"id":"2212.02746","title":"UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression","created":"2022-12-06","cited_by_count":137,"area":"lr"},{"id":"2412.05237","title":"MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale","created":"2024-12-06","cited_by_count":127,"area":"lr"},{"id":"2212.10535","title":"A Survey of Deep Learning for Mathematical Reasoning","created":"2022-12-20","cited_by_count":124,"area":"lr"},{"id":"2503.17352","title":"OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles","created":"2025-03-21","cited_by_count":124,"area":"lr"},{"id":"2407.08739","title":"MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine","created":"2024-07-11","cited_by_count":113,"area":"lr"},{"id":"2312.12241","title":"GeomVerse: A Systematic Evaluation of Large Models for Geometric Reasoning","created":"2023-12-19","cited_by_count":108,"area":"lr"},{"id":"2503.20752","title":"Reason-RFT: Reinforcement Fine-Tuning for Visual Reasoning of Vision Language Models","created":"2025-03-26","cited_by_count":99,"area":"lr"},{"id":"2505.04921","title":"Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models","created":"2025-05-08","cited_by_count":90,"area":"lr"},{"id":"2505.16839","title":"LaViDa: A Large Diffusion Language Model for Multimodal Understanding","created":"2025-05-22","cited_by_count":84,"area":"lr"},{"id":"2501.12368","title":"InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model","created":"2025-01-21","cited_by_count":74,"area":"lr"},{"id":"2411.00855","title":"Vision-Language Models Can Self-Improve Reasoning via Reflection","created":"2024-10-30","cited_by_count":69,"area":"lr"},{"id":"2501.01904","title":"Virgo: A Preliminary Exploration on Reproducing o1-like MLLM","created":"2025-01-03","cited_by_count":68,"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":"2501.11284","title":"RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?","created":"2025-01-20","cited_by_count":60,"area":"lr"},{"id":"2506.01713","title":"SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning","created":"2025-06-02","cited_by_count":57,"area":"lr"},{"id":"2302.11097","title":"A Multi-Modal Neural Geometric Solver with Textual Clauses Parsed from Diagram","created":"2023-02-22","cited_by_count":56,"area":"lr"},{"id":"2412.11936","title":"A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges","created":"2024-12-16","cited_by_count":55,"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":"2407.08733","title":"Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist","created":"2024-07-11","cited_by_count":48,"area":"lr"},{"id":"2502.00334","title":"UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models","created":"2025-02-01","cited_by_count":48,"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":"2404.05091","title":"MM-MATH: Advancing Multimodal Math Evaluation with Process Evaluation and Fine-grained Classification","created":"2024-04-07","cited_by_count":35,"area":"lr"},{"id":"2505.19099","title":"SeePhys: Does Seeing Help Thinking? -- Benchmarking Vision-Based Physics Reasoning","created":"2025-05-25","cited_by_count":34,"area":"lr"},{"id":"2507.05255","title":"Open Vision Reasoner: Transferring Linguistic Cognitive Behavior for Visual Reasoning","created":"2025-07-07","cited_by_count":34,"area":"lr"},{"id":"2402.16029","title":"GraphWiz: An Instruction-Following Language Model for Graph Problems","created":"2024-02-25","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":"2511.19900","title":"Agent0-VL: Exploring Self-Evolving Agent for Tool-Integrated Vision-Language Reasoning","created":"2025-11-25","cited_by_count":31,"area":"lr"},{"id":"2505.16854","title":"Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models","created":"2025-05-22","cited_by_count":30,"area":"lr"},{"id":"2409.09039","title":"AutoGeo: Automating Geometric Image Dataset Creation for Enhanced Geometry Understanding","created":"2024-08-28","cited_by_count":29,"area":"lr"},{"id":"2504.12597","title":"GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning","created":"2025-04-17","cited_by_count":25,"area":"lr"},{"id":"2311.16476","title":"LANS: A Layout-Aware Neural Solver for Plane Geometry Problem","created":"2023-11-25","cited_by_count":24,"area":"lr"},{"id":"2412.20631","title":"Slow Perception: Let's Perceive Geometric Figures Step-by-step","created":"2024-12-30","cited_by_count":24,"area":"lr"},{"id":"2410.14702","title":"Polymath: A Challenging Multi-modal Mathematical Reasoning Benchmark","created":"2024-10-06","cited_by_count":22,"area":"lr"},{"id":"2409.13729","title":"MathGLM-Vision: Solving Mathematical Problems with Multi-Modal Large Language Model","created":"2024-09-10","cited_by_count":21,"area":"lr"},{"id":"2601.20614","title":"Harder Is Better: Boosting Mathematical Reasoning via Difficulty-Aware GRPO and Multi-Aspect Question Reformulation","created":"2026-01-28","cited_by_count":19,"area":"lr"},{"id":"2504.12773","title":"Enhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural Integration","created":"2025-04-17","cited_by_count":18,"area":"lr"},{"id":"2411.11930","title":"AtomThink: Multimodal Slow Thinking with Atomic Step Reasoning","created":"2024-11-18","cited_by_count":17,"area":"lr"},{"id":"2510.08457","title":"ARES: Multimodal Adaptive Reasoning via Difficulty-Aware Token-Level Entropy Shaping","created":"2025-10-09","cited_by_count":17,"area":"lr"},{"id":"2501.06430","title":"Open Eyes, Then Reason: Fine-grained Visual Mathematical Understanding in MLLMs","created":"2025-01-11","cited_by_count":16,"area":"lr"},{"id":"2503.20271","title":"ViLBench: A Suite for Vision-Language Process Reward Modeling","created":"2025-03-26","cited_by_count":16,"area":"lr"},{"id":"2505.23381","title":"AutoGPS: Automated Geometry Problem Solving via Multimodal Formalization and Deductive Reasoning","created":"2025-05-29","cited_by_count":14,"area":"lr"},{"id":"2506.22200","title":"EFRame: Deeper Reasoning via Exploration-Filter-Replay Reinforcement Learning Framework","created":"2025-06-27","cited_by_count":14,"area":"lr"},{"id":"2509.25866","title":"DeepSketcher: Internalizing Visual Manipulation for Multimodal Reasoning","created":"2025-09-30","cited_by_count":14,"area":"lr"},{"id":"2407.07327","title":"Fuse, Reason and Verify: Geometry Problem Solving with Parsed Clauses from Diagram","created":"2024-07-10","cited_by_count":13,"area":"lr"},{"id":"2409.13730","title":"VisScience: An Extensive Benchmark for Evaluating K12 Educational Multi-modal Scientific Reasoning","created":"2024-09-10","cited_by_count":13,"area":"lr"},{"id":"2501.13766","title":"UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models","created":"2025-01-23","cited_by_count":13,"area":"lr"},{"id":"2504.15780","title":"TrustGeoGen: Formal-Verified Data Engine for Trustworthy Multi-modal Geometric Problem Solving","created":"2025-04-22","cited_by_count":13,"area":"lr"},{"id":"2505.24164","title":"Mixed-R1: Unified Reward Perspective For Reasoning Capability in Multimodal Large Language Models","created":"2025-05-30","cited_by_count":13,"area":"lr"},{"id":"2508.12680","title":"Vision-G1: Towards General Vision Language Reasoning with Multi-Domain Data Curation","created":"2025-08-18","cited_by_count":13,"area":"lr"},{"id":"2509.24473","title":"Euclid's Gift: Enhancing Spatial Perception and Reasoning in Vision-Language Models via Geometric Surrogate Tasks","created":"2025-09-29","cited_by_count":13,"area":"lr"},{"id":"2503.17726","title":"A Survey on Mathematical Reasoning and Optimization with Large Language Models","created":"2025-03-22","cited_by_count":12,"area":"lr"},{"id":"2405.06232","title":"Learning to Solve Geometry Problems via Simulating Human Dual-Reasoning Process","created":"2024-05-10","cited_by_count":11,"area":"lr"},{"id":"2409.04214","title":"Diagram Formalization Enhanced Multi-Modal Geometry Problem Solver","created":"2024-09-06","cited_by_count":11,"area":"lr"},{"id":"2503.06252","title":"Can Atomic Step Decomposition Enhance the Self-structured Reasoning of Multimodal Large Models?","created":"2025-03-08","cited_by_count":10,"area":"lr"},{"id":"2505.17121","title":"NeSyGeo: A Neuro-Symbolic Framework for Multimodal Geometric Reasoning Data Generation","created":"2025-05-21","cited_by_count":10,"area":"lr"},{"id":"2505.22756","title":"Decomposing Elements of Problem Solving: What \"Math\" Does RL Teach?","created":"2025-05-28","cited_by_count":10,"area":"lr"},{"id":"2506.11595","title":"EasyARC: Evaluating Vision Language Models on True Visual Reasoning","created":"2025-06-13","cited_by_count":10,"area":"lr"},{"id":"2402.11461","title":"FGeo-HyperGNet: Geometric Problem Solving Integrating FormalGeo Symbolic System and Hypergraph Neural Network","created":"2024-02-18","cited_by_count":8,"area":"lr"},{"id":"2506.02690","title":"Towards Geometry Problem Solving in the Large Model Era: A Survey","created":"2025-06-03","cited_by_count":8,"area":"lr"},{"id":"2511.22586","title":"Revisiting the Necessity of Lengthy Chain-of-Thought in Vision-centric Reasoning Generalization","created":"2025-11-27","cited_by_count":8,"area":"lr"},{"id":"2506.14512","title":"SIRI-Bench: Challenging VLMs' Spatial Intelligence through Complex Reasoning Tasks","created":"2025-06-17","cited_by_count":7,"area":"lr"},{"id":"2508.14644","title":"LeanGeo: Formalizing Competitional Geometry problems in Lean","created":"2025-08-20","cited_by_count":7,"area":"lr"},{"id":"2505.12766","title":"Reasoning-OCR: Can Large Multimodal Models Solve Complex Logical Reasoning Problems from OCR Cues?","created":"2025-05-19","cited_by_count":6,"area":"lr"},{"id":"2509.22460","title":"GeoSketch: A Neural-Symbolic Approach to Geometric Multimodal Reasoning with Auxiliary Line Construction and Affine Transformation","created":"2025-09-26","cited_by_count":6,"area":"lr"},{"id":"2602.11455","title":"Credit Where It is Due: Cross-Modality Connectivity Drives Precise Reinforcement Learning for MLLM Reasoning","created":"2026-02-12","cited_by_count":6,"area":"lr"},{"id":"2602.20901","title":"SpatiaLQA: A Benchmark for Evaluating Spatial Logical Reasoning in Vision-Language Models","created":"2026-02-24","cited_by_count":6,"area":"lr"},{"id":"2410.13510","title":"GeoCoder: Solving Geometry Problems by Generating Modular Code through Vision-Language Models","created":"2024-10-17","cited_by_count":5,"area":"lr"},{"id":"2412.00846","title":"Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring","created":"2024-12-01","cited_by_count":5,"area":"lr"},{"id":"2509.15217","title":"Generalizable Geometric Image Caption Synthesis","created":"2025-09-18","cited_by_count":5,"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":"2603.21289","title":"When Models Judge Themselves: Unsupervised Self-Evolution for Multimodal Reasoning","created":"2026-03-22","cited_by_count":5,"area":"lr"},{"id":"2412.10455","title":"Geo-LLaVA: A Large Multi-Modal Model for Solving Geometry Math Problems with Meta In-Context Learning","created":"2024-12-12","cited_by_count":4,"area":"lr"},{"id":"2507.11936","title":"A Survey of Deep Learning for Geometry Problem Solving","created":"2025-07-16","cited_by_count":4,"area":"lr"},{"id":"2507.18140","title":"MathOPEval: A Fine-grained Evaluation Benchmark for Visual Operations of MLLMs in Mathematical Reasoning","created":"2025-07-24","cited_by_count":4,"area":"lr"},{"id":"2504.01324","title":"On Data Synthesis and Post-training for Visual Abstract Reasoning","created":"2025-04-02","cited_by_count":3,"area":"lr"},{"id":"2512.12084","title":"FloodSQL-Bench: A Retrieval-Augmented Benchmark for Geospatially-Grounded Text-to-SQL","created":"2025-12-12","cited_by_count":3,"area":"lr"},{"id":"2604.14646","title":"Targeted Exploration via Unified Entropy Control for Reinforcement Learning","created":"2026-04-16","cited_by_count":3,"area":"lr"},{"id":"2508.08275","title":"MLLM-CTBench: A Benchmark for Continual Instruction Tuning with Reasoning Process Diagnosis","created":"2025-07-31","cited_by_count":2,"area":"lr"},{"id":"2510.27094","title":"CombiGraph-Vis: A Curated Multimodal Olympiad Benchmark for Discrete Mathematical Reasoning","created":"2025-10-31","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":"2602.03414","title":"Socratic-Geo: Synthetic Data Generation and Geometric Reasoning via Multi-Agent Interaction","created":"2026-02-03","cited_by_count":2,"area":"lr"},{"id":"2605.16385","title":"Hilbert-Geo: Solving Solid Geometric Problems by Neural-Symbolic Reasoning","created":"2026-05-11","cited_by_count":2,"area":"lr"},{"id":"2510.22340","title":"DynaSolidGeo: A Dynamic Benchmark for Genuine Spatial Mathematical Reasoning of VLMs in Solid Geometry","created":"2025-10-25","cited_by_count":1,"area":"lr"},{"id":"2511.11704","title":"Simple Vision-Language Math Reasoning via Rendered Text","created":"2025-11-12","cited_by_count":1,"area":"lr"},{"id":"2602.22703","title":"Enhancing Geometric Perception in VLMs via Translator-Guided Reinforcement Learning","created":"2026-02-26","cited_by_count":1,"area":"lr"},{"id":"2603.19252","title":"GeoChallenge: A Multi-Answer Multiple-Choice Benchmark for Geometric Reasoning with Diagrams","created":"2026-02-25","cited_by_count":1,"area":"lr"},{"id":"2604.11600","title":"Geoparsing: Diagram Parsing for Plane and Solid Geometry with a Unified Formal Language","created":"2026-04-13","cited_by_count":1,"area":"lr"},{"id":"2606.08728","title":"Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery","created":"2026-06-07","cited_by_count":1,"area":"lr"},{"id":"2607.01707","title":"LASER: A Corrective Lens for LVLMs via Visual Attention Preservation and Sink Suppression","created":"2026-07-02","cited_by_count":1,"area":"lr"},{"id":"2607.10966","title":"SVR-R1: Bootstrapping Multi-modal Reasoning with Self-verification in Reinforcement Learning","created":"2026-07-13","cited_by_count":1,"area":"lr"},{"id":"2607.12982","title":"FormalAnalyticGeo: A Neural-Symbolic Based Framework for Multimodal Analytic Geometry Problem Generation","created":"2026-07-14","cited_by_count":1,"area":"lr"},{"id":"2502.00629","title":"Advanced Weakly-Supervised Formula Exploration for Neuro-Symbolic Mathematical Reasoning","created":"2025-02-02","cited_by_count":0,"area":"lr"},{"id":"2509.21050","title":"GeoRef: Referring Expressions in Geometry via Task Formulation, Synthetic Supervision, and Reinforced MLLM-based Solutions","created":"2025-09-25","cited_by_count":0,"area":"lr"}],"next_cursor":"100"}