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  • A Python-based multi-agent reinforcement learning environment for cooperative search tasks with configurable communication and rewards.
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    What is Cooperative Search Environment?
    Cooperative Search Environment provides a flexible, gym-compatible multi-agent reinforcement learning environment tailored for cooperative search tasks in both discrete grid and continuous spaces. Agents operate under partial observability and can share information based on customizable communication topologies. The framework supports predefined scenarios like search-and-rescue, dynamic target tracking, and collaborative mapping, with APIs to define custom environments and reward structures. It integrates seamlessly with popular RL libraries such as Stable Baselines3 and Ray RLlib, includes logging utilities for performance analysis, and offers built-in visualization tools for real-time monitoring. Researchers can adjust grid sizes, agent counts, sensor ranges, and reward sharing mechanisms to evaluate coordination strategies and benchmark new algorithms effectively.
    Cooperative Search Environment Core Features
    • Gym-compatible multi-agent environment
    • Configurable grid-based and continuous scenarios
    • Partial observability and customizable communication topologies
    • Customizable reward sharing mechanisms
    • Integration with Stable Baselines3 and Ray RLlib
  • CozyUp AI connects individuals for enhanced decision-making through intelligent suggestions.
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    What is CozyUp AI?
    CozyUp AI serves as a smart networking agent that supports individuals in making better decisions by connecting them with like-minded peers. Utilizing advanced algorithms, it analyzes user preferences and interests to create personalized suggestions for collaboration and information sharing. By leveraging this AI, users can discover potential partners, gather diverse perspectives, and enhance their decision-making processes, ultimately fostering a more informed community.
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