Multiple papers advance spatial reasoning for multimodal LLMs

Arxiv CS.CV (computer vision)

Ouroboros-Spatial proposes a cyclic training loop that dynamically generates data to address model weaknesses. Perceive-Interact-Reason introduces tool-augmented visual agents for multi-step spatial reasoning.

Spatial reasoningMultimodal

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CAPruner: Conceptual-Adjacent Scene Graph Pruner for Enhancing 3D Spatial Reasoning of Large Language Models5 days agoShengli Zhou, Xiangchen Wang, Guanhua Chen, Feng Zheng

SynIB: Informational Bottleneck for Maximizing Synergy in Multimodal Learning4 days agoKonstantinos Kontras, Teodora Gagaleska, Thomas Strypsteen, Christos Chatzichristos, Matthew Blaschko, Maarten De Vos, Paul Pu Liang

Think Before You Act: Intention-Guided Reasoning for LLM-Based Location Prediction5 days agoQingxiang Liu, Anqi Liang, Zhuoyang Jiang, Yutian Jiang, Sisuo Lyu, Yu Ji, Haomin Wen, Yuxuan Liang

CoCoSI: Collaborative Cognitive Map Construction for Spatial Intelligence3 days agoYiming Zhang, Ruoxuan Cao, Zhihang Zhong

What Spatial Memory Must Store: Occlusion as the Test for Language-Agent Memory4 days agoDoeon Kwon, Junho Bang

Beyond APIs: Probing the Limits of MLLMs in Physical Tool Use4 days agoZhixin Ma, Yutong Zhou, Yongqi Li, Chong-Wah Ngo, Wenjie Li

Reason, Then Re-reason: Cross-view Revisiting Improves Spatial Reasoning3 days agoChaofan Ma, Zhenjie Mao, Yuhuan Yang, Fanqin Zeng, Yue Shi, Yingjie Zhou, Xiaofeng Cao, Jiangchao Yao

The Art of Interrogation: Consistency Amplifies Factuality in Spatial Reasoning3 days agoTheo Uscidda, Marta Tintore Gazulla, Maks Ovsjanikov, Federico Tombari, Leonidas Guibas

Perceive, Interact, Reason: Building Tool-Augmented Visual Agents for Spatial Reasoning2 days agoChangye Li, Meng Lu, Yi Wu, Ligeng Zhu

Arxiv CS.CV (computer vision)·Enhan ZhaoWei WuYuanrui ZhangXueliang ZhaoDi He

3 days ago