{"total":73,"rows":[{"id":"2501.07542","title":"Imagine while Reasoning in Space: Multimodal Visualization-of-Thought","created":"2025-01-13","cited_by_count":206,"area":"lr"},{"id":"2505.23764","title":"MMSI-Bench: A Benchmark for Multi-Image Spatial Intelligence","created":"2025-05-29","cited_by_count":183,"area":"lr"},{"id":"2503.05132","title":"R1-Zero's \"Aha Moment\" in Visual Reasoning on a 2B Non-SFT Model","created":"2025-03-07","cited_by_count":165,"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":"2505.23678","title":"Grounded Reinforcement Learning for Visual Reasoning","created":"2025-05-29","cited_by_count":83,"area":"lr"},{"id":"2504.20024","title":"SpatialReasoner: Towards Explicit and Generalizable 3D Spatial Reasoning","created":"2025-04-28","cited_by_count":68,"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":"2509.06266","title":"Spatial Reasoning with Vision-Language Models in Ego-Centric Multi-View Scenes","created":"2025-09-08","cited_by_count":63,"area":"lr"},{"id":"2605.02881","title":"MolmoAct2: Action Reasoning Models for Real-world Deployment","created":"2026-05-04","cited_by_count":50,"area":"lr"},{"id":"2503.19990","title":"LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?","created":"2025-03-25","cited_by_count":49,"area":"lr"},{"id":"2503.16188","title":"Think or Not Think: A Study of Explicit Thinking in Rule-Based Visual Reinforcement Fine-Tuning","created":"2025-03-20","cited_by_count":44,"area":"lr"},{"id":"2504.17207","title":"Perspective-Aware Reasoning in Vision-Language Models via Mental Imagery Simulation","created":"2025-04-24","cited_by_count":42,"area":"lr"},{"id":"2502.08636","title":"Spatial457: A Diagnostic Benchmark for 6D Spatial Reasoning of Large Multimodal Models","created":"2025-02-12","cited_by_count":38,"area":"lr"},{"id":"2508.13998","title":"Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation","created":"2025-08-19","cited_by_count":38,"area":"lr"},{"id":"2509.01656","title":"Reinforced Visual Perception with Tools","created":"2025-09-01","cited_by_count":38,"area":"lr"},{"id":"2505.23590","title":"Jigsaw-R1: A Study of Rule-based Visual Reinforcement Learning with Jigsaw Puzzles","created":"2025-05-29","cited_by_count":36,"area":"lr"},{"id":"2505.08548","title":"From Seeing to Doing: Bridging Reasoning and Decision for Robotic Manipulation","created":"2025-05-13","cited_by_count":35,"area":"lr"},{"id":"2510.25760","title":"Multimodal Spatial Reasoning in the Large Model Era: A Survey and Benchmarks","created":"2025-10-29","cited_by_count":33,"area":"lr"},{"id":"2508.06259","title":"SIFThinker: Spatially-Aware Image Focus for Visual Reasoning","created":"2025-08-08","cited_by_count":25,"area":"lr"},{"id":"2511.15722","title":"Spatial Reasoning in Multimodal Large Language Models: A Survey of Tasks, Benchmarks and Methods","created":"2025-11-14","cited_by_count":23,"area":"lr"},{"id":"2504.15037","title":"Scaling and Beyond: Advancing Spatial Reasoning in MLLMs Requires New Recipes","created":"2025-04-21","cited_by_count":22,"area":"lr"},{"id":"2512.21218","title":"Latent Implicit Visual Reasoning","created":"2025-12-24","cited_by_count":18,"area":"lr"},{"id":"2507.08306","title":"M2-Reasoning: Empowering MLLMs with Unified General and Spatial Reasoning","created":"2025-07-11","cited_by_count":16,"area":"lr"},{"id":"2606.18974","title":"Visual-OPSD: Cross-Modal On-Policy Self-Distillation for Efficient Unified Multimodal Reasoning","created":"2026-06-17","cited_by_count":16,"area":"lr"},{"id":"2603.27437","title":"SpatialStack: Layered Geometry-Language Fusion for 3D VLM Spatial Reasoning","created":"2026-03-28","cited_by_count":15,"area":"lr"},{"id":"2512.07733","title":"SpatialDreamer: Incentivizing Spatial Reasoning via Active Mental Imagery","created":"2025-12-08","cited_by_count":11,"area":"lr"},{"id":"2511.01618","title":"Actial: Activate Spatial Reasoning Ability of Multimodal Large Language Models","created":"2025-11-03","cited_by_count":10,"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":"2607.24904","title":"Mage-VL: An Efficient Codec-Native Streaming Multimodal Foundation Model","created":"2026-07-27","cited_by_count":10,"area":"lr"},{"id":"2507.13362","title":"Enhancing Spatial Reasoning in Vision-Language Models via Chain-of-Thought Prompting and Reinforcement Learning","created":"2025-07-06","cited_by_count":9,"area":"lr"},{"id":"2510.13394","title":"Spatial-DISE: A Unified Benchmark for Evaluating Spatial Reasoning in Vision-Language Models","created":"2025-10-15","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":"2512.08580","title":"Mind to Hand: Purposeful Robotic Control via Embodied Reasoning","created":"2025-12-09","cited_by_count":8,"area":"lr"},{"id":"2603.26639","title":"Make Geometry Matter for Spatial Reasoning","created":"2026-03-27","cited_by_count":8,"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":"2602.11635","title":"Do MLLMs Really Understand Space? A Mathematical Reasoning Evaluation","created":"2026-02-12","cited_by_count":6,"area":"lr"},{"id":"2603.23404","title":"Unleashing Spatial Reasoning in Multimodal Large Language Models via Textual Representation Guided Reasoning","created":"2026-03-24","cited_by_count":6,"area":"lr"},{"id":"2606.11324","title":"Embodied-R1.5: Evolving Physical Intelligence via Embodied Foundation Models","created":"2026-06-09","cited_by_count":6,"area":"lr"},{"id":"2510.21978","title":"Beyond Reasoning Gains: Mitigating General-Capability Forgetting in Large Reasoning Models","created":"2025-10-24","cited_by_count":5,"area":"lr"},{"id":"2606.20905","title":"Vesta: A Generalist Embodied Reasoning Model","created":"2026-06-18","cited_by_count":5,"area":"lr"},{"id":"2607.03748","title":"Bridging Interleaved Multi-Modal Reasoning as a Unified Decision Process","created":"2026-07-04","cited_by_count":5,"area":"lr"},{"id":"2511.16857","title":"BOP-ASK: Object-Interaction Reasoning for Vision-Language Models","created":"2025-11-20","cited_by_count":4,"area":"lr"},{"id":"2512.08889","title":"No Labels, No Problem: Training Visual Reasoners with Multimodal Verifiers","created":"2025-12-09","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":"2512.16237","title":"Scaling Spatial Reasoning in MLLMs through Programmatic Data Synthesis","created":"2025-12-18","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":"2603.23023","title":"Cog3DMap: Multi-View Vision-Language Reasoning with 3D Cognitive Maps","created":"2026-03-24","cited_by_count":3,"area":"lr"},{"id":"2605.30161","title":"Why Far Looks Up: Probing Spatial Representation in Vision-Language Models","created":"2026-05-28","cited_by_count":3,"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":"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":"2606.22694","title":"SATURN: Symbolic Spatial Reasoning for Multi-Perspective Grounding","created":"2026-06-21","cited_by_count":2,"area":"lr"},{"id":"2607.14187","title":"RxBrain: Embodied Cognition Foundation Model with Joint Language-Visual Reasoning and Imagination","created":"2026-07-15","cited_by_count":2,"area":"lr"},{"id":"2602.06041","title":"Predicting Camera Pose from Perspective Descriptions for Spatial Reasoning","created":"2026-02-05","cited_by_count":1,"area":"lr"},{"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":"2606.01247","title":"Where to Look: Can Foundation Models Reach a Target Viewpoint Through Active Exploration?","created":"2026-05-31","cited_by_count":1,"area":"lr"},{"id":"2606.03988","title":"Imaginative Perception Tokens Enhance Spatial Reasoning in Multimodal Language Models","created":"2026-06-02","cited_by_count":1,"area":"lr"},{"id":"2606.11719","title":"Ouroboros-Spatial: Closing the Data-Model Loop for Spatial Reasoning","created":"2026-06-10","cited_by_count":1,"area":"lr"},{"id":"2507.02978","title":"Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models","created":"2025-07-01","cited_by_count":0,"area":"lr"},{"id":"2602.21435","title":"Synergizing Understanding and Generation with Interleaved Analyzing-Drafting Thinking","created":"2026-02-24","cited_by_count":0,"area":"lr"},{"id":"2603.03944","title":"SCP: Spatial Causal Prediction in Video","created":"2026-03-04","cited_by_count":0,"area":"lr"},{"id":"2603.04415","title":"Dual Tuning for Reasoning Efficacy-Driven Data Curation in Multimodal LLM Training","created":"2026-02-04","cited_by_count":0,"area":"lr"},{"id":"2606.03577","title":"Eliciting Complex Spatial Reasoning in MLLMs through Wide-Baseline Matching","created":"2026-06-02","cited_by_count":0,"area":"lr"},{"id":"2606.08231","title":"Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning","created":"2026-06-06","cited_by_count":0,"area":"lr"},{"id":"2606.14691","title":"CORA: Analyzing and bridging thinking-answer gap in Multimodal RLVR via Consistency-Oriented Reasoning Alignment","created":"2026-06-12","cited_by_count":0,"area":"lr"},{"id":"2606.15753","title":"RoboPIN: Grounded Embodied Reasoning via Pinned Chain-of-Thought","created":"2026-06-14","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":"2607.22864","title":"Spatial-IQ: Deconstructing Spatial Intelligence via Hierarchical Capability Tests","created":"2026-07-24","cited_by_count":0,"area":"lr"},{"id":"2608.29374","title":"Think, Look, and Revise: Inconsistency-Aware Visual Self-Correction in MLLMs","created":"2026-08-29","cited_by_count":0,"area":"lr"},{"id":"2609.07258","title":"MV-STRIDE: Enabling MLLMs to Master Multi-View Spatial Reasoning via Hierarchical Capability Modeling","created":"2026-09-07","cited_by_count":0,"area":"lr"},{"id":"2609.19878","title":"Uni-LaDiR: Latent Diffusion Unifies Multimodal Reasoning","created":"2026-09-17","cited_by_count":0,"area":"lr"},{"id":"2609.33616","title":"SpatialSpeak: QA-Native Reconstruction with Local and Global Context for Spatial Chain-of-Thought Reasoning","created":"2026-09-27","cited_by_count":0,"area":"lr"},{"id":"2609.37918","title":"SYNCR: Diagnosing and Learning Cross-Video Reasoning from Simulation","created":"2026-09-29","cited_by_count":0,"area":"lr"},{"id":"2610.13832","title":"SpatialASM: Internalizing Active Mentalization for Spatial Reasoning","created":"2026-10-09","cited_by_count":0,"area":"lr"}],"next_cursor":null}