Active Inference

Chapter 1 Preventing Deterioration of Classification Accuracy in Predictive Coding Networks

Chapter 2 Interpreting Systems as Solving POMDPs: A Step Towards a Formal Understanding of Agency

Chapter 3 Disentangling Shape and Pose for Object-Centric Deep Active Inference Models

Chapter 4 Object-Based Active Inference

Chapter 5 Knitting a Markov Blanket is Hard When You are Out-of-Equilibrium: Two Examples in Canonical Nonequilibrium Models

Chapter 6 Spin Glass Systems as Collective Active Inference

Chapter 7 Mapping Husserlian Phenomenology onto Active Inference

Chapter 8 The Role of Valence and Meta-awareness in Mirror Self-recognition Using Hierarchical Active Inference

Chapter 9 World Model Learning from Demonstrations with Active Inference: Application to Driving Behavior

Chapter 10 Active Blockference: cadCAD with Active Inference for Cognitive Systems Modeling

Chapter 11 Active Inference Successor Representations

Chapter 12 Learning Policies for Continuous Control via Transition Models

Chapter 13 Attachment Theory in an Active Inference Framework: How Does Our Inner Model Take Shape?

Chapter 14 Capsule Networks as Generative Models

Chapter 15 Home Run: Finding Your Way Home by Imagining Trajectories

Chapter 17 Active Inference and Psychology of Expectations: A Study of Formalizing ViolEx

Chapter 18 AIXI, FEP-AI, and Integrated World Models: Towards a Unified Understanding of Intelligence and Consciousness

Chapter 19 Intention Modulation for Multi-step Tasks in Continuous Time Active Inference

Chapter 20 Learning Generative Models for Active Inference Using Tensor Networks

Chapter 21 A Worked Example of the Bayesian Mechanics of Classical Objects

Chapter 22 A Message Passing Perspective on Planning Under Active Inference

Chapter 23 Efficient Search of Active Inference Policy Spaces Using k-Means

Chapter 24 Value Cores for Inner and Outer Alignment: Simulating Personality Formation via Iterated Policy Selection and Preference Learning with Self-World Modeling Active Inference Agents

Chapter 25 Deriving Time-Averaged Active Inference from Control Principles