{"total":83,"rows":[{"id":"2505.14362","title":"DeepEyes: Incentivizing \"Thinking with Images\" via Reinforcement Learning","created":"2025-05-20","cited_by_count":410,"area":"lr"},{"id":"2506.23918","title":"Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers","created":"2025-06-30","cited_by_count":199,"area":"lr"},{"id":"2503.12605","title":"Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey","created":"2025-03-16","cited_by_count":182,"area":"lr"},{"id":"2505.08617","title":"OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning","created":"2025-05-13","cited_by_count":163,"area":"lr"},{"id":"2509.24251","title":"Latent Visual Reasoning","created":"2025-09-29","cited_by_count":104,"area":"lr"},{"id":"2508.04416","title":"Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning","created":"2025-08-06","cited_by_count":91,"area":"lr"},{"id":"2505.19255","title":"VTool-R1: VLMs Learn to Think with Images via Reinforcement Learning on Multimodal Tool Use","created":"2025-05-25","cited_by_count":90,"area":"lr"},{"id":"2505.23678","title":"Grounded Reinforcement Learning for Visual Reasoning","created":"2025-05-29","cited_by_count":83,"area":"lr"},{"id":"2605.18740","title":"Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation","created":"2026-05-18","cited_by_count":77,"area":"mllm"},{"id":"2506.11991","title":"VGR: Visual Grounded Reasoning","created":"2025-06-13","cited_by_count":73,"area":"lr"},{"id":"2510.27492","title":"ThinkMorph: Emergent Properties in Multimodal Interleaved Chain-of-Thought Reasoning","created":"2025-10-30","cited_by_count":56,"area":"lr"},{"id":"2507.03019","title":"Look-Back: Implicit Visual Re-focusing in MLLM Reasoning","created":"2025-07-02","cited_by_count":55,"area":"lr"},{"id":"2602.11858","title":"Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception","created":"2026-02-12","cited_by_count":50,"area":"mllm"},{"id":"2505.20272","title":"Ground-R1: Incentivizing Grounded Visual Reasoning via Reinforcement Learning","created":"2025-05-26","cited_by_count":49,"area":"lr"},{"id":"2505.21457","title":"ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning","created":"2025-05-27","cited_by_count":43,"area":null},{"id":"2510.24514","title":"Latent Sketchpad: Sketching Visual Thoughts to Elicit Multimodal Reasoning in MLLMs","created":"2025-10-28","cited_by_count":43,"area":"lr"},{"id":"2505.19702","title":"Point-RFT: Improving Multimodal Reasoning with Visually Grounded Reinforcement Finetuning","created":"2025-05-26","cited_by_count":32,"area":"lr"},{"id":"2507.20766","title":"Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback","created":"2025-07-28","cited_by_count":32,"area":"lr"},{"id":"2511.23002","title":"JarvisEvo: Towards a Self-Evolving Photo Editing Agent with Synergistic Editor-Evaluator Optimization","created":"2025-11-28","cited_by_count":31,"area":"alignment"},{"id":"2512.12623","title":"Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space","created":"2025-12-14","cited_by_count":28,"area":"lr"},{"id":"2509.25373","title":"From Perception to Cognition: A Survey of Vision-Language Interactive Reasoning in Multimodal Large Language Models","created":"2025-09-29","cited_by_count":26,"area":"lr"},{"id":"2506.10128","title":"ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs","created":"2025-06-11","cited_by_count":25,"area":"lr"},{"id":"2511.02779","title":"When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought","created":"2025-11-04","cited_by_count":21,"area":"lr"},{"id":"2510.05091","title":"Factuality Matters: When Image Generation and Editing Meet Structured Visuals","created":"2025-10-06","cited_by_count":20,"area":"lr"},{"id":"2505.16836","title":"Fact-R1: Towards Explainable Video Misinformation Detection with Deep Reasoning","created":"2025-05-22","cited_by_count":14,"area":null},{"id":"2509.25866","title":"DeepSketcher: Internalizing Visual Manipulation for Multimodal Reasoning","created":"2025-09-30","cited_by_count":14,"area":"lr"},{"id":"2601.10744","title":"Explore with Long-term Memory: A Benchmark and Multimodal LLM-based Reinforcement Learning Framework for Embodied Exploration","created":"2026-01-11","cited_by_count":13,"area":"mllm"},{"id":"2509.25185","title":"PixelCraft: A Multi-Agent System for High-Fidelity Visual Reasoning on Structured Images","created":"2025-09-29","cited_by_count":12,"area":"lr"},{"id":"2601.03467","title":"ThinkRL-Edit: Thinking in Reinforcement Learning for Reasoning-Centric Image Editing","created":"2026-01-06","cited_by_count":12,"area":"lr"},{"id":"2602.22766","title":"Imagination Helps Visual Reasoning, But Not Yet in Latent Space","created":"2026-02-26","cited_by_count":12,"area":"lr"},{"id":"2603.15030","title":"VTC-Bench: Evaluating Agentic Multimodal Models via Compositional Visual Tool Chaining","created":"2026-03-16","cited_by_count":12,"area":"mllm"},{"id":"2509.20912","title":"DeFacto: Counterfactual Thinking with Images for Enforcing Evidence-Grounded and Faithful Reasoning","created":"2025-09-25","cited_by_count":10,"area":"lr"},{"id":"2511.23477","title":"Video-CoM: Interactive Video Reasoning via Chain of Manipulations","created":"2025-11-28","cited_by_count":9,"area":"lr"},{"id":"2606.08719","title":"Thinking Without Images: Internalizing Visual Manipulation with On-Policy Self-Distillation","created":"2026-06-07","cited_by_count":9,"area":"lr"},{"id":"2511.02360","title":"LaRe: Latent Refocusing for Multimodal Reasoning","created":"2025-11-04","cited_by_count":8,"area":"lr"},{"id":"2506.09557","title":"Evidence-Grounded Trustworthy Multimodal Reasoning and Evaluation Benchmark in Complex Urban Scenes","created":"2025-06-11","cited_by_count":7,"area":"lr"},{"id":"2506.21393","title":"TableMoE: Neuro-Symbolic Routing for Structured Expert Reasoning in Multimodal Table Understanding","created":"2025-06-26","cited_by_count":7,"area":"lr"},{"id":"2601.05688","title":"SketchVL: Policy Optimization via Fine-Grained Credit Assignment for Chart Understanding and More","created":"2026-01-09","cited_by_count":7,"area":"lr"},{"id":"2602.09463","title":"SpotAgent: Grounding Visual Geo-localization in Large Vision-Language Models through Agentic Reasoning","created":"2026-02-10","cited_by_count":7,"area":"lr"},{"id":"2607.28590","title":"VAD: Attributing Visual Evidence for Target Reconstruction in Multimodal On-Policy Distillation","created":"2026-07-30","cited_by_count":7,"area":"distill"},{"id":"2509.07966","title":"Visual-TableQA: Open-Domain Benchmark for Reasoning over Table Images","created":"2025-09-09","cited_by_count":6,"area":"lr"},{"id":"2510.20696","title":"Diagnosing Visual Reasoning: Challenges, Insights, and a Path Forward","created":"2025-10-23","cited_by_count":6,"area":"lr"},{"id":"2605.02735","title":"Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs","created":"2026-05-04","cited_by_count":6,"area":"lr"},{"id":"2606.15932","title":"Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence","created":"2026-06-14","cited_by_count":6,"area":null},{"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":"2507.18140","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":"2512.08980","title":"Training Multi-Image Vision Agents via End2End Reinforcement Learning","created":"2025-12-05","cited_by_count":4,"area":"lr"},{"id":"2602.21743","title":"Enhancing Multi-Modal LLMs Reasoning via Difficulty-Aware Group Normalization","created":"2026-02-25","cited_by_count":4,"area":"lr"},{"id":"2512.12658","title":"CogDoc: Towards Unified thinking in Documents","created":"2025-12-14","cited_by_count":3,"area":null},{"id":"2512.22120","title":"See Less, See Right: Bi-directional Perceptual Shaping For Multimodal Reasoning","created":"2025-12-26","cited_by_count":3,"area":"lr"},{"id":"2602.10675","title":"TwiFF (Think With Future Frames): A Large-Scale Dataset for Dynamic Visual Reasoning","created":"2026-02-11","cited_by_count":3,"area":"lr"},{"id":"2603.01893","title":"Generative Visual Chain-of-Thought for Image Editing","created":"2026-03-02","cited_by_count":3,"area":"lr"},{"id":"2604.24625","title":"Meta-CoT: Enhancing Granularity and Generalization in Image Editing","created":"2026-04-27","cited_by_count":3,"area":"lr"},{"id":"2605.30307","title":"Grounded 3D-Aware Spatial Vision-Language Modeling","created":"2026-05-28","cited_by_count":3,"area":"mllm"},{"id":"2606.24233","title":"Latent Visual States for Efficient Multimodal Reasoning","created":"2026-06-23","cited_by_count":3,"area":"lr"},{"id":"2508.10955","title":"Empowering Multimodal LLMs with External Tools: A Comprehensive Survey","created":"2025-08-14","cited_by_count":2,"area":"mllm"},{"id":"2604.07518","title":"Decompose, Look, and Reason: Reinforced Latent Reasoning for VLMs","created":"2026-04-08","cited_by_count":2,"area":"lr"},{"id":"2606.30185","title":"Dynamo: Dynamic Skill-Tool Evolution for Vision-Language Agents","created":"2026-06-29","cited_by_count":2,"area":"lr"},{"id":"2608.22174","title":"When Does Visual Generation Help Visual Understanding in Unified Multimodal Models?","created":"2026-08-23","cited_by_count":2,"area":null},{"id":"2511.01999","title":"TRACE: Textual Reasoning for Affordance Coordinate Extraction","created":"2025-11-03","cited_by_count":1,"area":"lr"},{"id":"2603.27494","title":"Learning to Focus and Precise Cropping: A Reinforcement Learning Framework with Information Gaps and Grounding Loss for MLLMs","created":"2026-03-29","cited_by_count":1,"area":"lr"},{"id":"2604.09757","title":"MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering","created":"2026-04-10","cited_by_count":1,"area":"lr"},{"id":"2605.19528","title":"Towards Camera-Robust 3D Localization: Equation-Anchored Tool-Use for MLLMs","created":"2026-05-19","cited_by_count":1,"area":"mllm"},{"id":"2605.26014","title":"STORM: Internalized Modeling for Spatial-Temporal Reasoning in Video-Language Models","created":"2026-05-25","cited_by_count":1,"area":"lr"},{"id":"2606.00562","title":"DeepLatent: Think with Images via Parallel Latent Visual Reasoning","created":"2026-05-30","cited_by_count":1,"area":"lr"},{"id":"2606.04244","title":"VAMPS: Visual-Assisted Mathematical Problem Solving Benchmark","created":"2026-06-02","cited_by_count":1,"area":"mllm"},{"id":"2607.00461","title":"Multimodal Continuous Reasoning via Asymmetric Mutual Variational Learning","created":"2026-07-01","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":"2607.12375","title":"IQA-T1: Tool-based Visual Evidence Reasoning for Image Quality Assessment","created":"2026-07-14","cited_by_count":1,"area":"lr"},{"id":"2607.28225","title":"FaithEyes: Towards Faithful Tool Use via Multi-Agent Process-Image Verification","created":"2026-07-30","cited_by_count":1,"area":"lr"},{"id":"2603.00165","title":"ConFoThinking: Consolidated Focused Attention Driven Thinking for Visual Question Answering","created":"2026-02-26","cited_by_count":0,"area":"lr"},{"id":"2604.03660","title":"TableVision: A Large-Scale Benchmark for Spatially Grounded Reasoning over Complex Hierarchical Tables","created":"2026-04-04","cited_by_count":0,"area":"lr"},{"id":"2605.16848","title":"Thinking with Patterns: Breaking the Perceptual Bottleneck in Visual Planning via Pattern Induction","created":"2026-05-16","cited_by_count":0,"area":"wm"},{"id":"2606.11652","title":"IAPO: Input Attribution-Aware Policy Optimization for Tool Use in Small Multimodal Agents","created":"2026-06-10","cited_by_count":0,"area":"agents"},{"id":"2606.12830","title":"Perceive, Interact, Reason: Building Tool-Augmented Visual Agents for Spatial Reasoning","created":"2026-06-11","cited_by_count":0,"area":"lr"},{"id":"2606.26196","title":"From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models","created":"2026-06-24","cited_by_count":0,"area":"mllm"},{"id":"2606.30168","title":"Latent Noise Mask for Reducing Visual Redundancy in Multimodal Large Language Models","created":"2026-06-29","cited_by_count":0,"area":"lr"},{"id":"2607.16131","title":"ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning","created":"2026-07-17","cited_by_count":0,"area":"lr"},{"id":"2608.05631","title":"ChronoVision: Temporal Reasoning via Latent State Reconstruction","created":"2026-08-06","cited_by_count":0,"area":"lr"},{"id":"2608.10954","title":"Evidence-Grounded Trustworthy Multimodal Reasoning and Evaluation Benchmark in Complex Urban Scenes","created":"2026-08-11","cited_by_count":0,"area":"lr"},{"id":"2609.16409","title":"Reasoning with Image Generation","created":"2026-09-14","cited_by_count":0,"area":"lr"},{"id":"2609.24362","title":"VLM-in-Sandbox: Visual Workspaces for Agentic Visual Reasoning","created":"2026-09-21","cited_by_count":0,"area":"lr"},{"id":"2610.07018","title":"When to Rethink: Learning Multi-Perspective Self-Verification for Vision-Language Models","created":"2026-10-04","cited_by_count":0,"area":"lr"}],"next_cursor":null}