Strategy selection as rational metareasoning.
نویسندگان
چکیده
منابع مشابه
RUNNING HEAD: STRATEGY SELECTION AS RATIONAL METAREASONING Strategy selection as rational metareasoning
Many contemporary accounts of human reasoning assume that the mind is equipped with multiple heuristics that could be deployed to perform a given task. This raises the question of how the mind determines when to use which heuristic. To answer this question, we developed a rational model of strategy selection, based on the theory of rational metareasoning developed in the artificial intelligence...
متن کاملAlgorithm selection by rational metareasoning as a model of human strategy selection
Selecting the right algorithm is an important problem in computer science, because the algorithm often has to exploit the structure of the input to be efficient. The human mind faces the same challenge. Therefore, solutions to the algorithm selection problem can inspire models of human strategy selection and vice versa. Here, we view the algorithm selection problem as a special case of metareas...
متن کاملIntention Reconsideration as Metareasoning
The commonplace observation that agents—human and artificial alike—are subject to resource bounds makes salient the possibility that an agent might have the capability to control its own reasoning and decision making abilities, to tune itself so that it has a better chance of spending time thinking about the right things at the right times. The general study of metareasoning aims to understand ...
متن کاملMetareasoning as an Integral Part of Commonsense and Autocognitive Reasoning
In this paper we summarize our progress towards building a self-aware agent based on the definition of explicit selfawareness. An explicitly self-aware agent is characterized by 1) being based on an extensive and human-like knowledge base, 2) being transparent both in its behavior and in how the knowledge is represented and used, and 3) being able to communicate in natural language and directly...
متن کاملMetareasoning: A Manifesto
The 21st century is experiencing a renewed interest in an old idea within artificial intelligence that goes to the heart of what it means to be both human and intelligent. This idea is that much can be gained by thinking about one's own thinking. Traditionally within cognitive science and artificial intelligence, thinking or reasoning has been cast as a decision cycle within an actionperception...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Psychological Review
سال: 2017
ISSN: 1939-1471,0033-295X
DOI: 10.1037/rev0000075