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Active Inference : Third International Workshop, IWAI 2022, Grenoble, France, September 19, 2022, Revised Selected Papers / edited by Christopher L. Buckley, Daniela Cialfi, Pablo Lanillos, Maxwell Ramstead, Noor Sajid, Hideaki Shimazaki, Tim Verbelen.
- Format:
- Book
- Series:
- Computer Science (SpringerNature-11645)
- Communications in computer and information science 1865-0937 ; 1721
- Communications in Computer and Information Science, 1865-0937 ; 1721
- Language:
- English
- Subjects (All):
- Artificial intelligence.
- Computer science-Mathematics.
- Mathematical statistics.
- Computer networks.
- Application software.
- Computers, Special purpose.
- Software engineering.
- Artificial Intelligence.
- Probability and Statistics in Computer Science.
- Computer Communication Networks.
- Computer and Information Systems Applications.
- Special Purpose and Application-Based Systems.
- Software Engineering.
- Local Subjects:
- Artificial Intelligence.
- Probability and Statistics in Computer Science.
- Computer Communication Networks.
- Computer and Information Systems Applications.
- Special Purpose and Application-Based Systems.
- Software Engineering.
- Physical Description:
- 1 online resource (XI, 372 pages) : 79 illustrations, 69 illustrations in color.
- Edition:
- 1st ed. 2023.
- Contained In:
- Springer Nature eBook
- Place of Publication:
- Cham : Springer Nature Switzerland : Imprint: Springer, 2023.
- System Details:
- text file PDF
- Summary:
- This volume constitutes the papers of the 3rd International Workshop on Active Inference, IWAI 2022, held in Grenoble, France, in conjunction with ECML/PKDD, on September 19, 2022. The 25 revised full papers presented in this book were carefully reviewed and selected from 31 submissions.
- Contents:
- Preventing Deterioration of Classification Accuracy in Predictive Coding Networks
- Interpreting systems as solving POMDPs: a step towards a formal understanding of agency
- Disentangling Shape and Pose for Object-Centric Deep Active Inference Models
- Object-based Active Inference
- Knitting a Markov blanket is hard when you are out-of-equilibrium: two examples in canonical nonequilibrium models
- Spin glass systems as collective active inference
- Mapping Husserlian phenomenology onto active inference
- The Role of Valence and Meta-awareness in Mirror Self-recognition Using Hierarchical Active Inference
- World model learning from demonstrations with active inference: application to driving behavior
- Active Blockference: cadCAD with Active Inference for cognitive systems modeling
- Active Inference Successor Representations
- Learning Policies for Continuous Control via Transition Models
- Attachment Theory in an Active Inference Framework: How Does Our Inner Model Take Shape?
- Capsule Networks as Generative Models
- Home run: finding your way home by imagining trajectories
- A Novel Model for Novelty: Modeling the Emergence of Innovation from Cumulative Culture
- Active Inference and Psychology of Expectations: A study of formalizing ViolEx
- AIXI, FEP-AI, and integrated world models: Towards a unified understanding of intelligence and consciousness
- Intention Modulation for Multi-Step Tasks in Continuous Time Active Inference
- Learning Generative Models for Active Inference using Tensor Networks
- A Worked Example of the Bayesian Mechanics of Classical Objects
- A message passing perspective on planning under Active Inference
- Efficient search of active inference policy spaces using k-means
- Value Cores for Inner and Outer Alignment: Simulating Personality Formation via Iterated Policy Selection and Preference Learning with Self-World Modeling Active Inference Agent
- Deriving time-averaged active inference from control principles.
- Other Format:
- Printed edition:
- ISBN:
- 978-3-031-28719-0
- 9783031287190
- Access Restriction:
- Restricted for use by site license.
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