MLL Lab
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Awesome-Spatial-Intelligence-in-VLM
Awesome-Spatial-Intelligence-in-VLM PublicA paper list for spatial reasoning
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Theory-of-Space
Theory-of-Space PublicTHEORY OF SPACE: a benchmark for evaluating whether foundation models can actively explore under partial observability efficiently to build, update, and exploit globally consistent spatial beliefs.
Repositories
- mll-lab-nu.github.io Public
MLL Lab (Multimodal Learning with Language) at Northwestern University: agent RL, spatial intelligence, safe reasoning.
- VAGEN Public
World model reinforcement learning for multi-turn VLM agents. RL for vision framework (NeurIPS 2025).
- ViewAgent Public
View planning with multi-turn VLM agents: ViewSuite 6-DoF benchmark on real ScanNet scenes + iterative RL-SFT training
- TStar Public
T* keyframe search for long-form video understanding (CVPR 2025) + LV-Haystack temporal search benchmark code
- RAGEN Public
Agent RL framework for LLM agents: multi-turn reinforcement learning with StarPO and reasoning-collapse diagnostics
- MindCube Public
Benchmark and training code for MindCube: spatial mental modeling in vision-language models from limited views.
- MindTopo Public
- MultiBBQ Public
MultiBBQ: A Fairness Benchmark for Multimodal LLMs. 🏆 Best Paper Award in the ACL'26 TrustNLP Workshop.
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