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| Inherent limitations of LLMs regarding spatial information | Dec 5, 2023 | Spatial Reasoning | CodeCode Available | 0 | 5 |
| Investigating Relational State Abstraction in Collaborative MARL | Dec 19, 2024 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 0 | 5 |
| Learning to Localize Objects Improves Spatial Reasoning in Visual-LLMs | Apr 11, 2024 | DescriptiveHallucination | CodeCode Available | 0 | 5 |
| SPHERE: A Hierarchical Evaluation on Spatial Perception and Reasoning for Vision-Language Models | Dec 17, 2024 | Logical ReasoningSpatial Reasoning | CodeCode Available | 0 | 5 |
| EmbRACE-3K: Embodied Reasoning and Action in Complex Environments | Jul 14, 2025 | Scene UnderstandingSpatial Reasoning | —Unverified | 0 | 0 |
| ByDeWay: Boost Your multimodal LLM with DEpth prompting in a Training-Free Way | Jul 11, 2025 | Depth EstimationHallucination | —Unverified | 0 | 0 |
| Embodied World Models Emerge from Navigational Task in Open-Ended Environments | Apr 15, 2025 | Meta Reinforcement LearningSpatial Reasoning | —Unverified | 0 | 0 |
| EmbodiedVSR: Dynamic Scene Graph-Guided Chain-of-Thought Reasoning for Visual Spatial Tasks | Mar 14, 2025 | Spatial Reasoning | —Unverified | 0 | 0 |
| Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization | Jan 21, 2025 | Combinatorial OptimizationSequential Decision Making | —Unverified | 0 | 0 |
