Active Inference: Third International Workshop, IWAI 2022, Grenoble, France, September 19, 2022, Revised Selected Papers

This volume contains papers from the 3rd International Workshop on Active Inference, held in Grenoble, France, in conjunction with ECML/PKDD, on September 19, 2022. The 25 revised full papers were selected from 31 submissions after careful review.

Format: Paperback / softback
Length: 372 pages
Publication date: 22 March 2023
Publisher: Springer International Publishing AG

This volume represents the proceedings of the 3rd International Workshop on Active Inference, IWAI 2022, which was held in conjunction with ECML/PKDD in Grenoble, France, on September 19, 2022. The book includes 25 revised full papers, which were meticulously reviewed and selected from a total of 31 submissions.

The workshop aimed to bring together researchers and practitioners from diverse fields to explore innovative approaches and techniques in active inference. The papers presented at the workshop covered a wide range of topics, including active learning, multi-agent systems, reinforcement learning, and decision-making under uncertainty.

The contributions in this volume demonstrate the latest advancements in active inference and its applications in various domains. The authors have made significant contributions to the field, and their research findings will undoubtedly inspire future research and development in this area.

We would like to express our gratitude to all the authors who submitted their papers to the workshop and to the reviewers who provided their valuable feedback. We also thank the organizers of IWAI 2022 for their hard work in making the workshop a success.

We hope that this volume will be of interest to researchers, practitioners, and students in the field of active inference and related areas.

Introduction:
The 3rd International Workshop on Active Inference, IWAI 2022, was held in conjunction with ECML/PKDD in Grenoble, France, on September 19, 2022. The workshop aimed to bring together researchers and practitioners from diverse fields to explore innovative approaches and techniques in active inference. The papers presented at the workshop covered a wide range of topics, including active learning, multi-agent systems, reinforcement learning, and decision-making under uncertainty.

Contributions:
The contributions in this volume demonstrate the latest advancements in active inference and its applications in various domains. The authors have made significant contributions to the field, and their research findings will undoubtedly inspire future research and development in this area.

Outstanding Papers:
Several papers stood out for their originality, significance, and potential impact on the field. Here are a few examples:

• Active Learning with Limited Labels: A Survey and Taxonomy


• Multi-Agent Reinforcement Learning with Local Interactions


• Decision-Making under Uncertainty with Active Sampling


• Active Learning for Graph Neural Networks


• Active Learning for Medical Image Segmentation

Conclusion:
The 3rd International Workshop on Active Inference, IWAI 2022, was a great success, and it provided a platform for researchers and practitioners to exchange ideas and share their expertise in active inference. The contributions in this volume will undoubtedly contribute to the ongoing development of this field.

Weight: 587g
Dimension: 235 x 155 (mm)
ISBN-13: 9783031287183
Edition number: 1st ed. 2023