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CognitiveAISystems

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  1. MAPF-GPT MAPF-GPT Public

    This repository contains MAPF-GPT, a deep learning-based model for solving MAPF problems. Trained with imitation learning on trajectories produced by LaCAM, it generates collision-free paths under …

    Python 34 5

  2. 3DGraphLLM 3DGraphLLM Public

    3DGraphLLM is a model that uses a 3D scene graph and an LLM to perform 3D vision-language tasks.

    Python 31 5

  3. pogema pogema Public

    POGEMA stands for Partially-Observable Grid Environment for Multiple Agents. This is a grid-based environment that was specifically designed to be flexible, tunable and scalable. It can be tailored…

    Python 21 5

  4. Dynamic-Neural-Potential-Field Dynamic-Neural-Potential-Field Public

    Approach where the repulsive potential in an MPC pipeline is estimated by a neural model.

    Python 9

  5. learn-to-follow learn-to-follow Public

    [AAAI-2024] Follower: This study addresses the challenging problem of decentralized lifelong multi-agent pathfinding. The proposed Follower approach utilizes a combination of a planning algorithm f…

    C++ 7

  6. RATE RATE Public

    Official implementation of Recurrent Action Transformer with Memory, an offline RL agent with memory mechanisms. https://sites.google.com/view/rate-model/

    Jupyter Notebook 6

Repositories

Showing 9 of 9 repositories
  • 3DGraphLLM Public

    3DGraphLLM is a model that uses a 3D scene graph and an LLM to perform 3D vision-language tasks.

    CognitiveAISystems/3DGraphLLM’s past year of commit activity
    Python 31 MIT 5 0 1 Updated Jan 7, 2025
  • MAPF-GPT Public

    This repository contains MAPF-GPT, a deep learning-based model for solving MAPF problems. Trained with imitation learning on trajectories produced by LaCAM, it generates collision-free paths under partial observability without heuristics or agent communication. MAPF-GPT excels on unseen instances and outperforms state-of-the-art solvers.

    CognitiveAISystems/MAPF-GPT’s past year of commit activity
    Python 34 MIT 5 0 0 Updated Dec 26, 2024
  • pogema Public

    POGEMA stands for Partially-Observable Grid Environment for Multiple Agents. This is a grid-based environment that was specifically designed to be flexible, tunable and scalable. It can be tailored to a variety of PO-MAPF settings.

    CognitiveAISystems/pogema’s past year of commit activity
    Python 21 MIT 5 1 0 Updated Dec 25, 2024
  • RATE Public

    Official implementation of Recurrent Action Transformer with Memory, an offline RL agent with memory mechanisms. https://sites.google.com/view/rate-model/

    CognitiveAISystems/RATE’s past year of commit activity
    Jupyter Notebook 6 MIT 0 0 0 Updated Dec 15, 2024
  • learn-to-follow Public

    [AAAI-2024] Follower: This study addresses the challenging problem of decentralized lifelong multi-agent pathfinding. The proposed Follower approach utilizes a combination of a planning algorithm for constructing a long-term plan and reinforcement learning for resolving local conflicts.

    CognitiveAISystems/learn-to-follow’s past year of commit activity
    C++ 7 MIT 0 0 0 Updated Nov 25, 2024
  • Dynamic-Neural-Potential-Field Public

    Approach where the repulsive potential in an MPC pipeline is estimated by a neural model.

    CognitiveAISystems/Dynamic-Neural-Potential-Field’s past year of commit activity
    Python 9 Apache-2.0 0 0 0 Updated Oct 29, 2024
  • pogema-benchmark Public

    This is an umbrella repository that contains links and information about all the tools and algorithms related to the POGEMA Benchmark.

    CognitiveAISystems/pogema-benchmark’s past year of commit activity
    Python 2 Apache-2.0 1 0 0 Updated Oct 1, 2024
  • pogema-toolbox Public

    The POGEMA Toolbox is a comprehensive framework designed to facilitate the testing of learning-based approaches within the POGEMA environment. This toolbox offers a unified interface that enables the seamless execution of any learnable MAPF algorithm in POGEMA.

    CognitiveAISystems/pogema-toolbox’s past year of commit activity
    Python 4 Apache-2.0 0 0 0 Updated Oct 1, 2024
  • mats-lp Public

    [AAAI-2024] MATS-LP addresses the challenging problem of decentralized lifelong multi-agent pathfinding. The proposed approach utilizes a combination of Monte Carlo Tree Search and reinforcement learning for resolving conflicts.

    CognitiveAISystems/mats-lp’s past year of commit activity
    C++ 3 MIT 1 0 0 Updated Sep 24, 2024

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