| MindJourney: Test-Time Scaling with World Models for Spatial Reasoning | Jul 16, 2025 | Spatial Reasoning | —Unverified | 0 |
| EmbRACE-3K: Embodied Reasoning and Action in Complex Environments | Jul 14, 2025 | Scene UnderstandingSpatial Reasoning | —Unverified | 0 |
| Warehouse Spatial Question Answering with LLM Agent | Jul 14, 2025 | Question AnsweringSpatial Reasoning | CodeCode Available | 1 |
| M2-Reasoning: Empowering MLLMs with Unified General and Spatial Reasoning | Jul 11, 2025 | Spatial Reasoning | —Unverified | 0 |
| ByDeWay: Boost Your multimodal LLM with DEpth prompting in a Training-Free Way | Jul 11, 2025 | Depth EstimationHallucination | —Unverified | 0 |
| Scaling RL to Long Videos | Jul 10, 2025 | Reinforcement Learning (RL)Spatial Reasoning | CodeCode Available | 0 |
| OST-Bench: Evaluating the Capabilities of MLLMs in Online Spatio-temporal Scene Understanding | Jul 10, 2025 | Scene UnderstandingSpatial Reasoning | CodeCode Available | 0 |
| A Neural Representation Framework with LLM-Driven Spatial Reasoning for Open-Vocabulary 3D Visual Grounding | Jul 9, 2025 | 3D visual groundingAutonomous Navigation | —Unverified | 0 |
| ImplicitQA: Going beyond frames towards Implicit Video Reasoning | Jun 26, 2025 | Spatial Reasoning | CodeCode Available | 0 |
| Optimising Language Models for Downstream Tasks: A Post-Training Perspective | Jun 26, 2025 | parameter-efficient fine-tuningSpatial Reasoning | —Unverified | 0 |
| ShotBench: Expert-Level Cinematic Understanding in Vision-Language Models | Jun 26, 2025 | Spatial ReasoningVideo Generation | —Unverified | 0 |
| World-aware Planning Narratives Enhance Large Vision-Language Model Planner | Jun 26, 2025 | Imitation LearningLanguage Modeling | —Unverified | 0 |
| Video Perception Models for 3D Scene Synthesis | Jun 25, 2025 | 3D ReconstructionImage Generation | —Unverified | 0 |
| From 2D to 3D Cognition: A Brief Survey of General World Models | Jun 25, 2025 | Autonomous DrivingScene Generation | —Unverified | 0 |
| PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning | Jun 17, 2025 | General Reinforcement LearningMultimodal Reasoning | —Unverified | 0 |
| SIRI-Bench: Challenging VLMs' Spatial Intelligence through Complex Reasoning Tasks | Jun 17, 2025 | MathSpatial Reasoning | —Unverified | 0 |
| ImmerseGen: Agent-Guided Immersive World Generation with Alpha-Textured Proxies | Jun 17, 2025 | Scene GenerationSpatial Reasoning | —Unverified | 0 |
| Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing | Jun 11, 2025 | Multimodal ReasoningSpatial Reasoning | CodeCode Available | 2 |
| Leveraging LLMs for Mission Planning in Precision Agriculture | Jun 11, 2025 | Spatial Reasoning | —Unverified | 0 |
| 3D-Aware Vision-Language Models Fine-Tuning with Geometric Distillation | Jun 11, 2025 | Spatial Reasoning | CodeCode Available | 1 |
| A Multi-Modal Spatial Risk Framework for EV Charging Infrastructure Using Remote Sensing | Jun 10, 2025 | Spatial Reasoning | —Unverified | 0 |
| PhyBlock: A Progressive Benchmark for Physical Understanding and Planning via 3D Block Assembly | Jun 10, 2025 | Question AnsweringScene Understanding | —Unverified | 0 |
| Direct Numerical Layout Generation for 3D Indoor Scene Synthesis via Spatial Reasoning | Jun 5, 2025 | In-Context LearningIndoor Scene Synthesis | —Unverified | 0 |
| From Objects to Anywhere: A Holistic Benchmark for Multi-level Visual Grounding in 3D Scenes | Jun 5, 2025 | 3D visual groundingObject | —Unverified | 0 |
| Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations | Jun 5, 2025 | 4kSpatial Reasoning | CodeCode Available | 1 |