{"total":100,"rows":[{"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":"2508.11630","title":"Thyme: Think Beyond Images","created":"2025-08-15","cited_by_count":167,"area":"lr"},{"id":"2506.17218","title":"Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens","created":"2025-06-20","cited_by_count":124,"area":"lr"},{"id":"2509.24251","title":"Latent Visual Reasoning","created":"2025-09-29","cited_by_count":104,"area":"lr"},{"id":"2510.08531","title":"SpatialLadder: Progressive Training for Spatial Reasoning in Vision-Language Models","created":"2025-10-09","cited_by_count":90,"area":"lr"},{"id":"2510.18632","title":"Think with 3D: Geometric Imagination Grounded Spatial Reasoning from Limited Views","created":"2025-10-21","cited_by_count":65,"area":"lr"},{"id":"2511.20785","title":"LongVT: Incentivizing \"Thinking with Long Videos\" via Native Tool Calling","created":"2025-11-25","cited_by_count":61,"area":"lr"},{"id":"2512.03043","title":"OneThinker: All-in-one Reasoning Model for Image and Video","created":"2025-12-02","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":"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":"2510.27606","title":"Spatial-SSRL: Enhancing Spatial Understanding via Self-Supervised Reinforcement Learning","created":"2025-10-31","cited_by_count":41,"area":"lr"},{"id":"2510.12712","title":"Beyond Seeing: Evaluating Multimodal LLMs on Tool-Enabled Image Perception, Transformation, and Reasoning","created":"2025-10-14","cited_by_count":29,"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":"2511.23075","title":"SpaceMind: Camera-Guided Modality Fusion for Spatial Reasoning in Vision-Language Models","created":"2025-11-28","cited_by_count":26,"area":"lr"},{"id":"2512.05965","title":"EditThinker: Unlocking Iterative Reasoning for Any Image Editor","created":"2025-12-05","cited_by_count":25,"area":"lr"},{"id":"2601.13029","title":"Think3D: Thinking with Space for Spatial Reasoning","created":"2026-01-19","cited_by_count":24,"area":"lr"},{"id":"2510.11027","title":"Vlaser: Vision-Language-Action Model with Synergistic Embodied Reasoning","created":"2025-10-13","cited_by_count":23,"area":"lr"},{"id":"2512.04069","title":"SpaceTools: Tool-Augmented Spatial Reasoning via Double Interactive RL","created":"2025-12-03","cited_by_count":21,"area":"lr"},{"id":"2512.16918","title":"AdaTooler-V: Adaptive Tool-Use for Images and Videos","created":"2025-12-18","cited_by_count":21,"area":"lr"},{"id":"2601.01984","title":"Thinking with Blueprints: Assisting Vision-Language Models in Spatial Reasoning via Structured Object Representation","created":"2026-01-05","cited_by_count":21,"area":"lr"},{"id":"2510.09606","title":"SpaceVista: All-Scale Visual Spatial Reasoning from mm to km","created":"2025-10-10","cited_by_count":19,"area":"lr"},{"id":"2604.24300","title":"ReVSI: Rebuilding Visual Spatial Intelligence Evaluation for Accurate Assessment of VLM 3D Reasoning","created":"2026-04-27","cited_by_count":15,"area":"lr"},{"id":"2509.25866","title":"DeepSketcher: Internalizing Visual Manipulation for Multimodal Reasoning","created":"2025-09-30","cited_by_count":14,"area":"lr"},{"id":"2510.10518","title":"VR-Thinker: Boosting Video Reward Models through Thinking-with-Image Reasoning","created":"2025-10-12","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":"2603.13366","title":"Thinking in Uncertainty: Mitigating Hallucinations in MLRMs with Latent Entropy-Aware Decoding","created":"2026-03-09","cited_by_count":12,"area":"lr"},{"id":"2602.12506","title":"On Robustness and Chain-of-Thought Consistency of RL-Finetuned VLMs","created":"2026-02-13","cited_by_count":11,"area":"lr"},{"id":"2511.13269","title":"Is your VLM Sky-Ready? A Comprehensive Spatial Intelligence Benchmark for UAV Navigation","created":"2025-11-17","cited_by_count":10,"area":"lr"},{"id":"2511.15351","title":"Octopus: Agentic Multimodal Reasoning with Six-Capability Orchestration","created":"2025-11-19","cited_by_count":9,"area":"lr"},{"id":"2512.04563","title":"COOPER: A Unified Model for Cooperative Perception and Reasoning in Spatial Intelligence","created":"2025-12-04","cited_by_count":9,"area":"lr"},{"id":"2603.22847","title":"Rethinking Token-Level Policy Optimization for Multimodal Chain-of-Thought","created":"2026-03-24","cited_by_count":9,"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":"2512.06373","title":"VG-Refiner: Towards Tool-Refined Referring Grounded Reasoning via Agentic Reinforcement Learning","created":"2025-12-06","cited_by_count":8,"area":"lr"},{"id":"2509.09154","title":"Mind Meets Space: Rethinking Agentic Spatial Intelligence from a Neuroscience-inspired Perspective","created":"2025-09-11","cited_by_count":7,"area":"lr"},{"id":"2602.08346","title":"What, Whether and How? Unveiling Process Reward Models for Thinking with Images Reasoning","created":"2026-02-09","cited_by_count":7,"area":"lr"},{"id":"2604.11741","title":"Collaborative Multi-Agent Scripts Generation for Enhancing Imperfect-Information Reasoning in Murder Mystery Games","created":"2026-04-13","cited_by_count":6,"area":"lr"},{"id":"2601.11644","title":"Predicting When to Trust Vision-Language Models for Spatial Reasoning","created":"2026-01-14","cited_by_count":5,"area":"lr"},{"id":"2604.14144","title":"SpatialEvo: Self-Evolving Spatial Intelligence via Deterministic Geometric Environments","created":"2026-04-15","cited_by_count":5,"area":"lr"},{"id":"2606.06476","title":"Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators","created":"2026-06-04","cited_by_count":5,"area":"lr"},{"id":"2604.19945","title":"Visual Reasoning through Tool-supervised Reinforcement Learning","created":"2026-04-21","cited_by_count":4,"area":"lr"},{"id":"2606.07433","title":"Watch, Remember, Reason: Human-View Video Understanding with MLLMs","created":"2026-06-05","cited_by_count":4,"area":"lr"},{"id":"2606.15200","title":"Keep It in Mind: User Centric Continual Spatial Intelligence Reasoning in Egocentric Video Streams","created":"2026-06-13","cited_by_count":4,"area":"lr"},{"id":"2606.22565","title":"Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do","created":"2026-06-21","cited_by_count":4,"area":"lr"},{"id":"2608.20492","title":"Annotations as Rollouts: Efficient and Scalable Reinforcement Learning for Video MLLMs","created":"2026-08-20","cited_by_count":4,"area":"lr"},{"id":"2512.15160","title":"EagleVision: A Dual-Stage Framework with BEV-grounding-based Chain-of-Thought for Spatial Intelligence","created":"2025-12-17","cited_by_count":3,"area":"lr"},{"id":"2512.16237","title":"Scaling Spatial Reasoning in MLLMs through Programmatic Data Synthesis","created":"2025-12-18","cited_by_count":3,"area":"lr"},{"id":"2512.23169","title":"REVEALER: Reinforcement-Guided Visual Reasoning for Element-Level Text-Image Alignment Evaluation","created":"2025-12-29","cited_by_count":3,"area":"lr"},{"id":"2602.08735","title":"From Correspondence to Actions: Human-Like Multi-Image Spatial Reasoning in Multi-modal Large Language Models","created":"2026-02-09","cited_by_count":3,"area":"lr"},{"id":"2604.03318","title":"EgoMind: Activating Spatial Cognition through Linguistic Reasoning in MLLMs","created":"2026-04-01","cited_by_count":3,"area":"lr"},{"id":"2604.09712","title":"LAST: Leveraging Tools as Hints to Enhance Spatial Reasoning for Multimodal Large Language Models","created":"2026-04-08","cited_by_count":3,"area":"lr"},{"id":"2606.02459","title":"Active Exploring like a Pigeon: Reinforcing Spatial Reasoning via Agentic Vision-Language Models","created":"2026-06-01","cited_by_count":3,"area":"lr"},{"id":"2510.16688","title":"Pursuing Minimal Sufficiency in Spatial Reasoning","created":"2025-10-19","cited_by_count":2,"area":"lr"},{"id":"2601.07695","title":"Smooth Operator: Smooth Verifiable Reward Activates Spatial Reasoning Ability of Vision-Language Model","created":"2026-01-12","cited_by_count":2,"area":"lr"},{"id":"2601.22228","title":"Lost in Space? Vision-Language Models Struggle with Relative Camera Pose Estimation","created":"2026-01-29","cited_by_count":2,"area":"lr"},{"id":"2603.00409","title":"SSR: Pushing the Limit of Spatial Intelligence with Structured Scene Reasoning","created":"2026-02-28","cited_by_count":2,"area":"lr"},{"id":"2603.18002","title":"Loc3R-VLM: Language-based Localization and 3D Reasoning with Vision-Language Models","created":"2026-03-18","cited_by_count":2,"area":"lr"},{"id":"2603.24866","title":"How Far Are Vision-Language Models from Constructing the Real World? A Benchmark for Physical Generative Reasoning","created":"2026-03-25","cited_by_count":2,"area":"lr"},{"id":"2604.22868","title":"Probing Visual Planning in Image Editing Models","created":"2026-04-23","cited_by_count":2,"area":"lr"},{"id":"2607.00881","title":"OmniView-Space: Reinforcing Spatial Reasoning via Multi-Perspective Spatial Mapping","created":"2026-07-01","cited_by_count":2,"area":"lr"},{"id":"2607.16193","title":"Knowing the Self, Understanding the World: A Dual-Cognition Benchmark for UAV Spatio-temporal Reasoning with MLLMs","created":"2026-07-17","cited_by_count":2,"area":"lr"},{"id":"2601.05616","title":"Dual-Phase LLM Reasoning: Self-Evolved Mathematical Frameworks","created":"2026-01-09","cited_by_count":1,"area":"lr"},{"id":"2602.11073","title":"Chatting with Images for Introspective Visual Thinking","created":"2026-02-11","cited_by_count":1,"area":"lr"},{"id":"2603.04976","title":"3D-RFT: Reinforcement Fine-Tuning for Video-based 3D Scene Understanding","created":"2026-03-05","cited_by_count":1,"area":"lr"},{"id":"2603.06024","title":"ViewFusion: Structured Spatial Thinking Chains for Multi-View Reasoning","created":"2026-03-06","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":"2604.11025","title":"Test-time Scaling over Perception: Resolving the Grounding Paradox in Thinking with Images","created":"2026-04-13","cited_by_count":1,"area":"lr"},{"id":"2605.10588","title":"Thinking with Novel Views: A Systematic Analysis of Generative-Augmented Spatial Intelligence","created":"2026-05-11","cited_by_count":1,"area":"lr"},{"id":"2605.20784","title":"Interaction Locality in Hierarchical Recursive Reasoning","created":"2026-05-20","cited_by_count":1,"area":"lr"},{"id":"2605.30231","title":"Beyond 3D VQAs: Injecting 3D Spatial Priors into Vision-Language Models for Enhanced Geometric Reasoning","created":"2026-05-28","cited_by_count":1,"area":"lr"},{"id":"2606.07436","title":"Skill-3D: Evolving Scene-Aware Skills for Agentic 3D Spatial Reasoning","created":"2026-06-05","cited_by_count":1,"area":"lr"},{"id":"2606.24539","title":"PointVG-R: Internalizing Geometric Reasoning in MLLMs for Precise Pointing Localization via Visual Chain of Thought","created":"2026-06-23","cited_by_count":1,"area":"lr"},{"id":"2607.13454","title":"GeoAnchor: Collaborative Reasoning via Latent Decomposition for 3D Spatial Understanding","created":"2026-07-15","cited_by_count":1,"area":"lr"},{"id":"2607.17599","title":"ConsiSpace: Learning Geometric Consistency Matters for Video Spatial Reasoning","created":"2026-07-20","cited_by_count":1,"area":"lr"},{"id":"2510.27033","title":"A Multi-Modal Neuro-Symbolic Approach for Spatial Reasoning-Based Visual Grounding in Robotics","created":"2025-10-30","cited_by_count":0,"area":"lr"},{"id":"2512.14654","title":"ViRC: Enhancing Visual Interleaved Mathematical CoT with Reason Chunking","created":"2025-12-16","cited_by_count":0,"area":"lr"},{"id":"2603.10370","title":"GeoSense: Internalizing Geometric Necessity Perception for Multimodal Reasoning","created":"2026-03-11","cited_by_count":0,"area":"lr"},{"id":"2604.17385","title":"SpatialImaginer: Towards Adaptive Visual Imagination for Spatial Reasoning","created":"2026-04-19","cited_by_count":0,"area":"lr"},{"id":"2604.22875","title":"SketchVLM: Vision language models can annotate images to explain thoughts and guide users","created":"2026-04-23","cited_by_count":0,"area":"lr"},{"id":"2605.22558","title":"GeoWeaver: Grounding Visual Tokens with Geometric Evidence before Scene Reasoning","created":"2026-05-21","cited_by_count":0,"area":"lr"},{"id":"2605.27960","title":"Mags-RL: Wearing Multimodal LLMs a Magnifying Glass via Agentic Reinforcement Learning For Complex Scene Reasoning","created":"2026-05-27","cited_by_count":0,"area":"lr"},{"id":"2606.19253","title":"OneCanvas: 3D Scene Understanding via Panoramic Reprojection","created":"2026-06-17","cited_by_count":0,"area":"lr"},{"id":"2607.03530","title":"MentalThink: Shaping Thoughts in Mental SVG World","created":"2026-07-03","cited_by_count":0,"area":"lr"},{"id":"2607.06620","title":"SpaR3D-MoE: Adaptive 3D Spatial Reasoning from Sparse Views Meets Geometry-Inductive Mixture-of-Experts","created":"2026-07-07","cited_by_count":0,"area":"lr"},{"id":"2607.12786","title":"CoRe: A Comprehensive Framework for Cross-Image Comparative Reasoning in Vision-Language Models","created":"2026-07-14","cited_by_count":0,"area":"lr"},{"id":"2607.17243","title":"LenGuard-GPC: Length Guarding with Guided-Prompt Consistency for Spatial Reasoning Reinforce Learning","created":"2026-07-19","cited_by_count":0,"area":"lr"},{"id":"2608.10278","title":"Chain of Spatial Thoughts: Modality-Agnostic Spatial Grounding for Vision Language Models","created":"2026-08-10","cited_by_count":0,"area":"lr"},{"id":"2608.21170","title":"Is Visual Prompting All You Need? Studying VLM Spatial Reasoning under Progressive Visual Scaffolds","created":"2026-08-21","cited_by_count":0,"area":"lr"},{"id":"2609.03729","title":"Unfold The World: Factorize 4D Properties in Reinforcing Spatial Reasoning","created":"2026-09-03","cited_by_count":0,"area":"lr"},{"id":"2609.12606","title":"Beyond Generation and Accuracy: Diagnosing and Enhancing Visual Chain-of-Thought for Geometry Problem Solving","created":"2026-09-11","cited_by_count":0,"area":"lr"},{"id":"2609.34124","title":"SpatialSkill: Self-Evolving Skills for Cross-View Spatial Reasoning","created":"2026-09-28","cited_by_count":0,"area":"lr"},{"id":"2609.37055","title":"Spatial-OPSD: Self-Improving Spatial Reasoning via Label-Free Self-Distillation","created":"2026-09-29","cited_by_count":0,"area":"lr"},{"id":"2609.38716","title":"SpatialCORE: Confidence-Aware Grounded Spatial Reasoning in Large Vision--Language Models","created":"2026-09-30","cited_by_count":0,"area":"lr"},{"id":"2609.38717","title":"Soft Spatial Reasoning","created":"2026-09-30","cited_by_count":0,"area":"lr"},{"id":"2609.39363","title":"Rethinking Multi-Image Re-Representation in Multi-Image Understanding","created":"2026-09-30","cited_by_count":0,"area":"lr"},{"id":"2610.02091","title":"GeoLatent: Geometry-Guided Latent Structuring with Routed Optimization for 3D Reasoning","created":"2026-10-01","cited_by_count":0,"area":"lr"},{"id":"2610.04139","title":"From Sight to Foresight: Predictive Spatial Reasoning in Vision-Language Models","created":"2026-10-02","cited_by_count":0,"area":"lr"},{"id":"2610.14679","title":"HumanPhys: A Human-Centric Physical-World Perception Benchmark for Real-World Visual Reasoning","created":"2026-10-10","cited_by_count":0,"area":"lr"},{"id":"2610.17844","title":"What Makes a Good Visual Representation for Spatial Understanding in MLLMs?","created":"2026-10-13","cited_by_count":0,"area":"lr"},{"id":"2610.18694","title":"GeoReader: Learning Latent Geometry for Spatial Reasoning in Vision-Language Models","created":"2026-10-13","cited_by_count":0,"area":"lr"},{"id":"2610.19108","title":"Towards a Data-Centric Understanding of Spatial Reasoning in Multimodal Large Language Models","created":"2026-10-13","cited_by_count":0,"area":"lr"}],"next_cursor":null}