cognition
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Advances & challenges in foundation agents
Advances & challenges in foundation agents: Section 2.1.2 – Learning across mental state components
Comparing human and artificial learning systems provides valuable insights for developing more capable, adaptive agents.
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Advances & challenges in foundation agents
Advances & challenges in foundation agents: Section 2.1.1 – A unified formulation of learning
The foundation agent’s mental state evolves by balancing three fundamental forces.
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Advances & challenges in foundation agents
Advances & challenges in foundation agents: Section 2.1 – Learning
Section 2.1 presents a unified perspective on learning.
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Advances & challenges in foundation agents
Advances & challenges in foundation agents: Introduction to Chapter 2 – Cognition
Exploring different learning and reasoning paradigms.
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Advances & challenges in foundation agents
Advances & challenges in foundation agents: Introduction to Part I – Core components of intelligent agents
At the heart of Liu and colleagues’ framework is a living loop.
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Advances & challenges in foundation agents
Advances & challenges in foundation agents: Section 1.3.3 – Biological inspirations
Liu and colleagues' agent framework, though fundamentally computational, finds its roots in biological systems.
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Advances & challenges in foundation agents
Advances & challenges in foundation agents: Section 1.3.2 – Core concepts and notations in the agent loop
The agent framework architecture and a formal definition of foundation agents.
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Advances & challenges in foundation agents
Advances & challenges in foundation agents: Section 1.3.1 – From language models to AI agents
To grant an LLM the street-smarts of an AI agent, we must graft on several faculties.
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Advances & challenges in foundation agents
Advances & challenges in foundation agents: Section 1.3 – Foundation agents: a modular and brain-inspired AI agent framework
Principles that form the foundation of a proposed brain-inspired agent framework.
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Advances & challenges in foundation agents
Advances & challenges in foundation agents: Section 1.2.1 – Brain functionalities and AI parallels
A biologically-grounded illustration and discussion highlighting which human cognitive functions are replicated in AI and which remain frontier challenges.
