Melting Pot
收藏arXiv2025-09-30 收录
下载链接：
https://www.deepmind.com/research/open-source/melting-pot
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资源简介：
该数据集名为“熔炉”，是一套用于评估多代理强化学习（MARL）方法泛化能力的测试平台，提供了一种新颖的评价流程，可对MARL策略在不同领域和特性上进行全面评估。"熔炉"环境旨在测试和评估MARL代理在需要代理间多样化互动和协调的场景中的表现。该任务旨在多个环境中评估MARL代理的泛化性能。
The dataset named "Furnace" is a testbed for evaluating the generalization capability of multi-agent reinforcement learning (MARL) methods, equipped with a novel evaluation pipeline that enables comprehensive assessment of MARL policies across diverse domains and characteristics. The "Furnace" environment is designed to test and evaluate the performance of MARL agents in scenarios requiring diverse inter-agent interactions and coordination. This task aims to evaluate the generalization performance of MARL agents across multiple environments.
提供机构：
DeepMind
