Episodic Memory and Unrestricted Learning

نویسندگان

چکیده

Abstract Our thinking often uses rich memories of particular past events. Yet frequently we would do better to use other forms memory. I show that existing accounts the function episodic memory cannot account for such cases, then develop an which can. Roughly: representations events are required Unrestricted Learning, learning is not limited in how much world’s complexity it can capture; and memory’s selection Learning could explain its ubiquitous (and inappropriate) tasks. This proposal suggests many avenues further empirical computational research.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Learning to use episodic memory

This paper brings together work in modeling episodic memory and reinforcement learning (RL). We demonstrate that is possible to learn to use episodic memory retrievals while simultaneously learning to act in an external environment. In a series of three experiments, we investigate using RL to learn what to retrieve from episodic memory and when to retrieve it, how to use temporal episodic memor...

متن کامل

Deconstructing Episodic Memory and Learning in Sigma

In an experiment in functional elegance, episodic memory and learning have been deconstructed in the Sigma cognitive architecture in terms of pre-existing memory and learning mechanisms plus a template-based structure generator. As a side effect, base-level activation also becomes deconstructed in terms of a learned temporal prior.

متن کامل

Gradient Episodic Memory for Continual Learning

One major obstacle towards artificial intelligence is the poor ability of models to quickly solve new problems, without forgetting previously acquired knowledge. To better understand this issue, we study the problem of learning over a continuum of data, where the model observes, once and one by one, examples concerning a sequence of tasks. First, we propose a set of metrics to evaluate models l...

متن کامل

Episodic memory for continual model learning

Both the human brain and artificial learning agents operating in real-world or comparably complex environments are faced with the challenge of online model selection. In principle this challenge can be overcome: hierarchical Bayesian inference provides a principled method for model selection and it converges on the same posterior for both off-line (i.e. batch) and online learning. However, main...

متن کامل

Episodic Memory Bias in People with and without General Health

Introduction: Health investigations require a wide and continuous range of studies over physical and moral aspects of humans. Health is feeding good and not being sick. Many factors affect the sustainability of health; one of the important factors is cognitive (memory) factors since  episodic memory plays on important role in recording a person’s personal experience related to time and place. M...

متن کامل

ذخیره 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: Philosophy of Science

سال: 2023

ISSN: ['0031-8248', '1539-767X']

DOI: https://doi.org/10.1017/psa.2023.16