Cooperative Search Environment

0
0 Reviews
Cooperative Search Environment is a Python library enabling simulation and training of multiple agents in cooperative search tasks. It supports partial observability, dynamic communication topologies, customizable reward functions, and integrates with gym-compatible RL frameworks for efficient MARL experimentation.
Added on:
Social & Email:
Platform:
May 02 2025
--
Promote this Tool
Update this Tool
Cooperative Search Environment

Cooperative Search Environment

0
0
Cooperative Search Environment
Cooperative Search Environment is a Python library enabling simulation and training of multiple agents in cooperative search tasks. It supports partial observability, dynamic communication topologies, customizable reward functions, and integrates with gym-compatible RL frameworks for efficient MARL experimentation.
Added on:
Social & Email:
Platform:
May 02 2025
--
Featured

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.

Who will use Cooperative Search Environment?

  • Multi-agent RL researchers
  • AI developers
  • Academic instructors
  • Graduate students

How to use the Cooperative Search Environment?

  • Step1: Clone the repository or install via pip
  • Step2: Import the CooperativeSearchEnv module in Python
  • Step3: Register the environment with the gym API
  • Step4: Configure scenario parameters (grid size, targets, communication)
  • Step5: Train agents using an RL framework (e.g., Stable Baselines3 or Ray RLlib)
  • Step6: Monitor training and visualize agent behaviors using built-in tools

Platform

  • mac
  • windows
  • linux

Cooperative Search Environment's Core Features & Benefits

The 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

The Benefits

  • Facilitates cooperative MARL research
  • Highly customizable and extensible
  • Lightweight Python implementation
  • Easy integration with existing workflows
  • Includes visualization and logging tools

Cooperative Search Environment's Main Use Cases & Applications

  • Search and rescue simulation studies
  • Cooperative target detection research
  • Team coordination algorithm benchmarking
  • Curriculum learning experiments in MARL

FAQs of Cooperative Search Environment

Cooperative Search Environment Company Information

Cooperative Search Environment Reviews

5/5
Do You Recommend Cooperative Search Environment? Leave a Comment Below!

Cooperative Search Environment's Main Competitors and alternatives?

  • OpenAI Multi-Agent Particle Environment
  • PettingZoo MARL environments
  • MAgent
  • Ray RLlib multi-agent

You may also like:

Gobii
Gobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
Neon AI
Neon AI simplifies team collaboration through customized AI agents.
Salesloft
Salesloft is an AI-driven platform enhancing sales engagement and workflow automation.
autogpt
Autogpt is a Rust library for building autonomous AI agents that interact with the OpenAI API to complete multi-step tasks
Angular.dev
Angular is a web development framework for building modern, scalable applications.
RagFormation
An AI-driven RAG pipeline builder that ingests documents, generates embeddings, and provides real-time Q&A through customizable chat interfaces.
Freddy AI
Freddy AI automates routine customer support tasks intelligently.
HEROZ
AI-driven solutions for smart monitoring and anomaly detection.
Dify.AI
A platform to easily build and operate generative AI applications.
BrandCrowd
BrandCrowd offers customizable logos, business cards, and social media designs with thousands of templates.
Refly.ai
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Interagix
Streamline your lead management with intelligent automation.
Skywork.ai
Skywork AI is an innovative tool to enhance productivity using AI.
Five9 Agents
Five9 AI Agents enhance customer interactions with intelligent automation.
Mosaic AI Agent Framework
Mosaic AI Agent Framework enhances AI capabilities with data retrieval and advanced generation techniques.
Windsurf
Windsurf AI Agent helps optimize windsurfing conditions and gear recommendations.
Glean
Glean is an AI assistant platform for enterprise search and knowledge discovery.
NVIDIA Cosmos
NVIDIA Cosmos empowers AI developers with advanced tools for data processing and model training.
intercom.help
AI-driven customer service platform offering efficient communication solutions.
Multi-LLM Dynamic Agent Router
A framework that dynamically routes requests across multiple LLMs and uses GraphQL to handle composite prompts efficiently.
Wanderboat AI
AI-powered travel planner for personalized getaways.
Flowith
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
Letta
Letta is an AI agent that handles email responses efficiently and accurately.
Moddy
Moddy is an AI agent designed to enhance multi-repo code transformation.
Sourcegraph Cody AI
Cody AI helps developers write, review, and understand code efficiently.
Amazon Bedrock Custom LangChain Agent
A solution for building customizable AI agents with LangChain on AWS Bedrock, leveraging foundation models and custom tools.
scenario-go
scenario-go is a Go SDK for defining complex LLM-driven conversational workflows, managing prompts, context, and multi-step AI tasks.
CASA
A ROS-based framework for multi-robot collaboration enabling autonomous task allocation, planning, and coordinated mission execution in teams.
PySpur
An open-source visual IDE enabling AI engineers to build, test, and deploy agentic workflows 10x faster.
LangGraph Learn
LangGraph Learn offers an interactive GUI to design and execute graph-based AI agent workflows, visualizing language model chains.
AIDE by NicePkg
AIDE provides AI-powered code generation, debugging, documentation and package management within an integrated web IDE.
12-Factor Agents
A methodology offering twelve best practices to design, configure, and deploy scalable, maintainable AI Agents.
Elser AI
All-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
enhance_llm
A Python framework for constructing multi-step reasoning pipelines and agent-like workflows with large language models.
SARL
SARL is an agent-oriented programming language and runtime providing event-driven behaviors and environment simulation for multi-agent systems.
AI Library
AI Library is a developer platform for building and deploying customizable AI agents using modular chains and tools.
RModel
RModel is an open-source AI agent framework orchestrating LLMs, tool integration, and memory for advanced conversational and task-driven applications.
LangGraph-GUI Backend
Provides a FastAPI backend for visual graph-based orchestration and execution of language model workflows in LangGraph GUI.
CodeBeaver
CodeBeaver is an AI agent that assists in coding and debugging tasks efficiently.
AveHR
AveHR is an AI-driven human resources agent for streamlining HR tasks.
OpenSpiel
OpenSpiel provides a library of environments and algorithms for research in reinforcement learning and game theoretic planning.
Code Agent
An autonomous AI agent that writes, tests, and refactors code projects using LLMs with iterative test-driven development.
Macaron AI
Macaron is a personal AI agent that helps you live better by building mini-apps and remembering what matters.
FineVoice
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
Research Navigator
AI agent that finds relevant research papers, summarizes findings, compares studies, and exports citations.
Bounie
Bounie is a platform for user-contributed news and information sharing.
Connected Papers
Connected Papers is a visual tool to explore similar academic papers.
Knowledge Hunter
A ChatGPT plugin that ingests web pages and PDFs for interactive Q&A and document search via AI.
Giphtys
Giphtys offers unique, personalized gifting experiences through customized games and messages for all occasions.
GetWebsite.Report
GetWebsite.Report offers comprehensive auditing and analysis of web pages for enhanced performance and SEO.
Refocus
Refocus provides comprehensive online courses to help learners gain IT skills and secure jobs.
RankChase
Effortlessly connect for backlink exchanges and boost your SEO with RankChase.
PathAI
PathAI enhances pathology with AI-driven image analysis and diagnostics.
Moody's Research Assistant
Moody's Research Assistant offers insightful analysis and research capabilities for financial professionals.
Yollo AI
Chat & create with your AI companion. Image to Video, AI Image Generator.
DeepResearch
An AI agent automating literature reviews, summarizing papers, and organizing research insights for academic workflows.
Your Academic Writer
Professional academic writing services for all levels.
Billie
Automate invoice archiving effortlessly with Billie for macOS.
UserCue
UserCue automates market research using AI-driven interviews, providing insights within hours.
Refly.ai
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Mirtilla
Mirtilla is an AI agent designed for personalized data analysis and insights.
GPT Researcher
GPT Researcher is an AI agent that accelerates literature reviews and research synthesis.
Moodmap
ADHDTest by Moodmap helps measure and manage ADHD symptoms effectively.
Beatwave
Create stunning music visualizers effortlessly with Beatwave.