FROMANNUAL REVIEWS

CogSci 2025

•

July 31, 2025

•

San Francisco, United States

keywords:

concepts and categories

intelligent agents

representation

artificial intelligence

philosophy

Computational models of purposeful behavior comprise both descriptive and prescriptive aspects, used respectively to ascertain and evaluate situations in the world. In reinforcement learning, prescriptive reward functions are assumed to depend on predefined and fixed descriptive state representations. Alternatively, these two aspects may emerge interdependently: goals can shape the acquired state representations and vice versa. Here, we present a computational framework for state representation learning in bounded agents, where descriptive and prescriptive aspects are coupled through the notion of goal-directed, or telic, states. We introduce the concept of telic-controllability to characterize the tradeoff between the granularity of a telic state representation and the policy complexity required to reach all telic states. We propose an algorithm for learning telic-controllable state representations, illustrating it using a simulated navigation task. Our framework highlights the role of deliberate ignorance -- knowing what to ignore -- for learning state representations that balance goal flexibility and cognitive complexity.

Downloads

PaperTranscript English (automatic)

Next from CogSci 2025

Numbers and counting: Silent gesture and artificial language learning do not always reflect typological patterns
poster

Numbers and counting: Silent gesture and artificial language learning do not always reflect typological patterns

CogSci 2025

+1
Gregory Antono and 3 other authors

31 July 2025

Similar lecture

LLMs for Targeted Sentiment in News Headlines: Exploring the Descriptive-Prescriptive Dilemma
workshop paper

LLMs for Targeted Sentiment in News Headlines: Exploring the Descriptive-Prescriptive Dilemma

ACL 2024

Jana Juroš and 2 other authors

15 August 2024

Stay up to date with the latest Underline news!

Select topic of interest (you can select more than one)

PRESENTATIONS

  • All Presentations
  • For Librarians
  • Resource Center
  • Free Trial
Underline Science, Inc.
1216 Broadway, 2nd Floor, New York, NY 10001, USA

© 2026 Underline - All rights reserved

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.