Active Inference Tree Search in Large POMDPs
The paper presents a new method called Active Inference Tree Search (AcT) for efficient planning in Partially Observable Markov Decision Processes (PO…
Category: Resources
Active Inference: Demystified and Compared – original publication September 24, 2019
The paper "Active Inference: Demystified and Compared" explores how active inference provides a foundational understanding of autonomous agents in dyn…
Syllabus: Spinning Up in Active Inference and the Free Energy Principle, by Jared Tumiel
A list of materials that gives you the necessary background to understand the full Free Energy Principle (and Active Inference), which also functions …
Sophisticated Inference
The paper by Friston et al. presents a framework of active inference, which elucidates sentient behavior through a principled lens. By integrating inf…
Markov Blankets in the Brain
The paper explores the concept of Markov blankets in the context of self-organizing systems, particularly focusing on neuronal systems. It discusses h…
Deep Active Inference Agents Using Monte-Carlo Methods – original publication June 7, 2020
The paper discusses a neural architecture for deep active inference agents that utilizes Monte-Carlo methods within complex, continuous state spaces. …