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Cognitive-AI-Systems/pogema
Cognitive-AI-Systems/pogema PublicPOGEMA 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…
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Cognitive-AI-Systems/MAPF-GPT
Cognitive-AI-Systems/MAPF-GPT PublicThis 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 …
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Cognitive-AI-Systems/learn-to-follow
Cognitive-AI-Systems/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…
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Cognitive-AI-Systems/pogema-benchmark
Cognitive-AI-Systems/pogema-benchmark PublicThis is an umbrella repository that contains links and information about all the tools and algorithms related to the POGEMA Benchmark.
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Cognitive-AI-Systems/when-to-switch
Cognitive-AI-Systems/when-to-switch Public"When to Switch" Implementation: Addressing the PO-MAPF challenge with RePlan & EPOM policies. This repo includes search-based re-planning, reinforcement learning techniques, and three mixed polici…
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