Designing Skill-Compatible AI: Methodologies and Frameworks in Chess

arXiv:2405.05066v1 Announce Type: cross
Abstract: Powerful artificial intelligence systems are often used in settings where they must interact with agents that are computationally much weaker, for example when they work alongside humans or operate in complex environments where some tasks are handled by algorithms, heuristics, or other entities of varying computational power. For AI agents to successfully interact in these settings, however, achieving superhuman performance alone is not sufficient; they also need to account for suboptimal actions or idiosyncratic style …

abstract agents algorithms artificial artificial intelligence arxiv chess computational cs.ai cs.cy cs.lg designing environments example frameworks heuristics humans intelligence power skill systems tasks type work