论文标题
重新概念化语言游戏范式在多代理强化学习框架中
Re-conceptualising the Language Game Paradigm in the Framework of Multi-Agent Reinforcement Learning
论文作者
论文摘要
在本文中,我们提出了重新概念化语言游戏实验范式(MARL)框架中的挑战。如果成功,未来的语言游戏实验将受益于MARL社区的快速和有前途的方法论进步,而未来的MARL学习实验将受益于从语言游戏实验中获得的见解和结果。我们坚信,这种交叉授粉有可能在模拟人类般的语言在多代理系统中如何出现和发展的建模。
In this paper, we formulate the challenge of re-conceptualising the language game experimental paradigm in the framework of multi-agent reinforcement learning (MARL). If successful, future language game experiments will benefit from the rapid and promising methodological advances in the MARL community, while future MARL experiments on learning emergent communication will benefit from the insights and results gained from language game experiments. We strongly believe that this cross-pollination has the potential to lead to major breakthroughs in the modelling of how human-like languages can emerge and evolve in multi-agent systems.