PAIR: Plan, Activity, and Intent Recognition 2023
ICAPS'23 Workshop
Prague, Czech Republic
July 9-10, 2023
http://www.planrec.org/PAIR/
Aim and Scope of the Workshop
Plan recognition, activity recognition, and intent recognition all involve making inferences about other actors from observations of their behavior, i.e., their interaction with the environment and with each other. The observed actors may be software agents, robots, or humans. This synergistic area of research combines and unifies techniques from user modeling, machine vision, intelligent user interfaces, human/computer interaction, autonomous and multi-agent systems, natural language understanding, and machine learning. It plays a crucial role in a wide variety of applications including:
Assistive technology
Software assistants
Computer and network security
Behavior recognition
Coordination in robots and software agents
E-commerce and collaborative filtering
This wide-spread diversity of applications and disciplines, while producing a wealth of ideas and results, has unfortunately contributed to fragmentation in the field, as researchers publish relevant results in a wide spectrum of journals and conferences. Further, as there is no single common conference for this work, we believe the workshop we are proposing will provide a valuable place to discuss and improve preliminary work of this sub-field.
Topics of Interest
This workshop seeks to bring together researchers and practitioners from diverse backgrounds, to share ideas and recent results. It will aim to identify important research directions and to identify opportunities for synthesis and unification. The workshop will especially emphasize a discussion of challenges and trends: Reasoning with incomplete or incorrect knowledge of others, learning activity and behavioral models from interaction and observations, agent modeling on the web and in open multi-agent systems, modeling multiple agents and the interactions between them, inferring the capabilities of agents from observations, and using agent modeling for coordination and teamwork. Contributions are sought in the following areas of research:
Plan, activity, intent, or behavior recognition
Adversarial planning, opponent modeling
Modeling multiple agents, modeling teams
User modeling on the web and in intelligent user interfaces
Acquaintance models
Plan recognition and user modeling in marketplaces and e-commerce
Intelligent tutoring systems (ITS)
Machine learning for plan recognition and user modeling
Personal software assistants
Social network learning and analysis
Monitoring agent conversations (overhearing)
Observation-based coordination and collaboration (teamwork)
Multi-agent plan recognition
Observation-based failure detection
Monitoring multi-agent interactions
Uncertainty reasoning for plan recognition
Commercial applications of user modeling and plan recognition
Representations for agent modeling
Modeling social interactions
Inferring emotional states
Reverse engineering and program recognition
Programming by demonstration
Imitation
Plan recognition in hierarchical planning
Due to the diversity of disciplines engaging in this area, related contributions in other fields are also welcome.
Important Dates
04/09/2023: paper submission deadline
04/25/2023: paper acceptance deadline
Submission Details
All submissions must be original. If a work is under submission to the main conference or to a different conference, it should be clearly mentioned in the submitted file.
Papers must be in trouble-free, high-resolution PDF format, formatted for US Letter (8.5" x 11") paper, using Type 1 or TrueType fonts.
Submissions are anonymous, and must conform to the AAAI-23 instructions for double-blind review.
We accept full paper submissions. Papers must be formatted in AAAI two-column, camera-ready style; see the 2023 author kit for details: http://www.aaai.org/Publications/Templates/AuthorKit23.zip
Contributions may have up to 9 pages with pages 8 and 9 containing nothing but references.
Submissions should be made in PDF through the following link https://easychair.org/my/conference?conf=pair2023.
Workshop Committee
[Primary contact] Richard Magnotti, Rutgers University, richard.magnotti@rutgers.edu
[Primary contact] Simona Ondrckova, Charles University, ondrckova@ktiml.mff.cuni.cz
Denson George, Rutgers University, dg1013@cs.rutgers.edu
Kristyna Pantuckova, Charles University, pantuckova@ktiml.mff.cuni.cz
Christopher Geib, SIFT, cgeib@sift.net
Oranizing Committee
[Primary contact] Richard Magnotti, Rutgers University, richard.magnotti@rutgers.edu
[Primary contact] Simona Ondrckova, Charles University, ondrckova@ktiml.mff.cuni.cz
Denson George, Rutgers University, dg1013@cs.rutgers.edu
Kristyna Pantuckova, Charles University, pantuckova@ktiml.mff.cuni.cz
Christopher Geib, SIFT, cgeib@sift.net
Program Committee
TBD
List of Accepted Papers
TBD
Workshop Schedule
TBD