{"total":42,"rows":[{"id":"2509.08827","title":"A Survey of Reinforcement Learning for Large Reasoning Models","created":"2025-09-10","cited_by_count":180,"area":"lr"},{"id":"2505.21374","title":"Video-Holmes: Can MLLM Think Like Holmes for Complex Video Reasoning?","created":"2025-05-27","cited_by_count":118,"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":"2510.08531","title":"SpatialLadder: Progressive Training for Spatial Reasoning in Vision-Language Models","created":"2025-10-09","cited_by_count":90,"area":"lr"},{"id":"2504.21277","title":"Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models","created":"2025-04-30","cited_by_count":44,"area":"lr"},{"id":"2509.18905","title":"How Far are VLMs from Visual Spatial Intelligence? A Benchmark-Driven Perspective","created":"2025-09-23","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":"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":"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":"2506.04034","title":"Rex-Thinker: Grounded Object Referring via Chain-of-Thought Reasoning","created":"2025-06-04","cited_by_count":26,"area":"lr"},{"id":"2602.13823","title":"Embed-RL: Reinforcement Learning for Reasoning-Driven Multimodal Embeddings","created":"2026-02-14","cited_by_count":24,"area":"lr"},{"id":"2506.07905","title":"WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning","created":"2025-06-09","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":"2504.13828","title":"Generative AI Act II: Test Time Scaling Drives Cognition Engineering","created":"2025-04-18","cited_by_count":15,"area":"lr"},{"id":"2505.18536","title":"Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models","created":"2025-05-24","cited_by_count":14,"area":"lr"},{"id":"2509.25390","title":"SpinBench: Perspective and Rotation as a Lens on Spatial Reasoning in VLMs","created":"2025-09-29","cited_by_count":14,"area":"lr"},{"id":"2507.00748","title":"Improving the Reasoning of Multi-Image Grounding in MLLMs via Reinforcement Learning","created":"2025-07-01","cited_by_count":11,"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":"2506.04220","title":"Struct2D: A Perception-Guided Framework for Spatial Reasoning in MLLMs","created":"2025-06-04","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":"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":"2510.05034","title":"Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models","created":"2025-10-06","cited_by_count":8,"area":"lr"},{"id":"2601.01483","title":"Unified Generation and Self-Verification for Vision-Language Models via Advantage Decoupled Preference Optimization","created":"2026-01-04","cited_by_count":7,"area":"lr"},{"id":"2603.19235","title":"Generation Models Know Space: Unleashing Implicit 3D Priors for Scene Understanding","created":"2026-03-19","cited_by_count":7,"area":"lr"},{"id":"2505.24257","title":"Out of Sight, Not Out of Context? Egocentric Spatial Reasoning in VLMs Across Disjoint Frames","created":"2025-05-30","cited_by_count":6,"area":"lr"},{"id":"2511.13190","title":"Video Spatial Reasoning with Object-Centric 3D Rollout","created":"2025-11-17","cited_by_count":6,"area":"lr"},{"id":"2603.14184","title":"Deeper Thought, Weaker Aim: Understanding and Mitigating Perceptual Impairment during Reasoning in Multimodal Large Language Models","created":"2026-03-15","cited_by_count":5,"area":"lr"},{"id":"2603.07751","title":"3ViewSense: Spatial and Mental Perspective Reasoning from Orthographic Views in Vision-Language Models","created":"2026-03-08","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":"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":"2603.25411","title":"HiSpatial: Taming Hierarchical 3D Spatial Understanding in Vision-Language Models","created":"2026-03-26","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":"2604.20705","title":"SSL-R1: Self-Supervised Visual Reinforcement Post-Training for Multimodal Large Language Models","created":"2026-04-22","cited_by_count":2,"area":"lr"},{"id":"2606.11683","title":"Reason, Then Re-reason: Cross-view Revisiting Improves Spatial Reasoning","created":"2026-06-10","cited_by_count":2,"area":"lr"},{"id":"2509.25151","title":"VideoAnchor: Reinforcing Subspace-Structured Visual Cues for Coherent Visual-Spatial Reasoning","created":"2025-09-29","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":"2604.06725","title":"Enhancing MLLM Spatial Understanding via Active 3D Scene Exploration for Multi-Perspective Reasoning","created":"2026-04-08","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":"2607.01784","title":"SpaceEra++: A Unified Framework Towards 3D Spatial Reasoning in Video","created":"2026-07-02","cited_by_count":1,"area":"lr"},{"id":"2609.25841","title":"Metric-Bench: Exploring In-context Spatial Metric Reasoning in VLMs for Indoor Scenes","created":"2026-09-22","cited_by_count":0,"area":"lr"},{"id":"2610.01999","title":"From Reasoning Failures to Composable Video Spatial Intelligence","created":"2026-10-01","cited_by_count":0,"area":"lr"}],"next_cursor":null}