2026-08-085 saved articles | Back | Library |
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| Taste Is All That's Left On what is left to do once the machine can make anything, and why taste is the last craft worth keeping. | |
| Open Policy Agent - Homepage | Open Policy Agent | |
| Core Concepts This page explains the fundamental concepts of the Interaction Calculus (IC) and the theoretical underpinnings of the system implemented in this repository. It covers the core term representation, int | |
| Tycho: Active Abstraction with Programmatic World Models for ARC-AGI-3 ARC-AGI-3 turns abstraction into an interactive problem of skill acquisition. A player must infer an unfamiliar game's rules, hidden state, and goal while maintaining action efficiency because every move counts. We formalize these environments as parameterized rendered deterministic Moore machines and introduce Tycho, a coding-agent system that constructs and uses game-specific models during interaction. Tycho separates actionable observations from intermediate animation, level-completion, and g | |
| Autotelic Reinforcement Learning: Exploring Intrinsic Motivations for Skill Acquisition in Open-Ended Environments This paper presents a comprehensive overview of autotelic Reinforcement Learning (RL), emphasizing the role of intrinsic motivations in the open-ended formation of skill repertoires. We delineate the distinctions between knowledge-based and competence-based intrinsic motivations, illustrating how these concepts inform the development of autonomous agents capable of generating and pursuing self-defined goals. The typology of Intrinsically Motivated Goal Exploration Processes (IMGEPs) is explored, |