Scalable and Adaptive Cooperative AI: From Networked Systems to Language Agents
Abstract As AI systems increasingly interact with humans and other agents, their effectiveness depends on their ability to cooperate. This requires learning from local information, coordinating at scale, and adapting to unfamiliar environments and other agents’ behaviour. The challenge becomes more complex when participants pursue different objectives and individual incentives conflict with collective outcomes. In…