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@mll-lab-nu

MLL Lab

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  1. RAGEN RAGEN Public

    Agent RL framework for LLM agents: multi-turn reinforcement learning with StarPO and reasoning-collapse diagnostics

    Python 2.8k 227

  2. Awesome-Spatial-Intelligence-in-VLM Awesome-Spatial-Intelligence-in-VLM Public

    A paper list for spatial reasoning

    781 45

  3. VAGEN VAGEN Public

    World model reinforcement learning for multi-turn VLM agents. RL for vision framework (NeurIPS 2025).

    Python 498 59

  4. MindCube MindCube Public

    Benchmark and training code for MindCube: spatial mental modeling in vision-language models from limited views.

    Python 170 6

  5. TStar TStar Public

    T* keyframe search for long-form video understanding (CVPR 2025) + LV-Haystack temporal search benchmark code

    Python 97 7

  6. Theory-of-Space Theory-of-Space Public

    THEORY 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.

    Python 86 8

Repositories

Showing 10 of 14 repositories
  • MindTopo Public
    mll-lab-nu/MindTopo's past year of commit activity
    Python 1 0 0 0 Updated Sep 8, 2026
  • ViewAgent Public

    View planning with multi-turn VLM agents: ViewSuite 6-DoF benchmark on real ScanNet scenes + iterative RL-SFT training

    mll-lab-nu/ViewAgent's past year of commit activity
    Python 24 3 0 0 Updated Sep 6, 2026
  • VAGEN Public

    World model reinforcement learning for multi-turn VLM agents. RL for vision framework (NeurIPS 2025).

    Python 498 MIT 59 0 4 Updated Sep 5, 2026
  • mll-lab-nu.github.io Public

    MLL Lab (Multimodal Learning with Language) at Northwestern University: agent RL, spatial intelligence, safe reasoning.

    mll-lab-nu/mll-lab-nu.github.io's past year of commit activity
    HTML 0 0 0 0 Updated Aug 24, 2026
  • TStar Public

    T* keyframe search for long-form video understanding (CVPR 2025) + LV-Haystack temporal search benchmark code

    Python 97 MIT 7 6 0 Updated Aug 23, 2026
  • RAGEN Public

    Agent RL framework for LLM agents: multi-turn reinforcement learning with StarPO and reasoning-collapse diagnostics

    mll-lab-nu/RAGEN's past year of commit activity
    Python 2,797 MIT 227 28 1 Updated Aug 23, 2026
  • MindCube Public

    Benchmark and training code for MindCube: spatial mental modeling in vision-language models from limited views.

    mll-lab-nu/MindCube's past year of commit activity
    Python 170 6 5 0 Updated Aug 23, 2026
  • Awesome-Spatial-Intelligence-in-VLM Public

    A paper list for spatial reasoning

    mll-lab-nu/Awesome-Spatial-Intelligence-in-VLM's past year of commit activity
    781 45 3 5 Updated Aug 23, 2026
  • MultiBBQ Public

    MultiBBQ: A Fairness Benchmark for Multimodal LLMs. 🏆 Best Paper Award in the ACL'26 TrustNLP Workshop.

    mll-lab-nu/MultiBBQ's past year of commit activity
    Python 2 MIT 0 0 0 Updated Jul 13, 2026
  • BAGEN Public

    BAGEN is a framework for evaluating, training, and understanding budget-aware agents.

    mll-lab-nu/BAGEN's past year of commit activity
    Python 18 MIT 2 1 0 Updated Jun 5, 2026

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