Apologies for cross-posting.

Dear colleagues, 

We invite you to our workshop:
Collective States in Multimodal Interaction
9 October 2026
at ICMI 2026, Napoli, Italy
https://honda-research-institute.github.io/Collective_States_in_Multimodal_Interaction/

Call for Papers
We invite you to submit your unpublished work to the Workshop on Collective 
States in Multimodal Interaction, to be held in conjunction with the 28th ACM 
International Conference on Multimodal Interaction (ICMI 2026) in Napoli, 
Italy. The workshop will take place on one of the conference workshop days, 9 
October
2026. Accepted papers will be presented at the workshop. See the workshop 
website for updates and submission details.
Understanding collective states in group interaction is an emerging challenge 
at the intersection of multimodal AI, communication science, and social signal 
processing. While a large body of prior work has focused on individuals or 
dyads, many real-world settings, from meetings and brainstorming sessions to 
collaborative human-AI teams, depend on group-level phenomena such as 
collective engagement, shared attention, group affects, rapport, cohesion, and 
coordination. Recent progress in multimodal sensing and agentic AI creates new 
opportunities to model how these collective states arise, evolve, and influence 
individual behavior within groups.
This workshop focuses on multi-party interaction settings in which AI systems 
must not only sense individuals, but also understand emergent group dynamics 
and, potentially, support them as peers or facilitators. The goal is to bring 
together researchers across artificial intelligence, multimodal interaction, 
and organization and communication science to advance methods, benchmarks, and 
applications for sensing and reasoning about collective states.
The workshop will feature invited talks by Prof. Carlos Busso (Carnegie Mellon 
University) and Prof. Kazuhiro Otsuka (Yokohama National University). 

Topics of interest include, but are not limited to:
* Multimodal sensing and modeling of collective states in group interaction
* Group-level phenomena such as collective engagement, shared attention, group 
affect, rapport, cohesion, and coordination
* Links between individual participant states and emergent group dynamics
* Audio, video, language, physiological, and behavioral cues for multiparty 
interaction analysis
* Multimodal fusion and temporal modeling for group behavior understanding
* Annotation schemes, datasets, and benchmarks for collective states
* AI agents as peers or facilitators in human-AI hybrid teams
* Adaptive systems for improving participation, coordination, brainstorming, 
and collaboration
* Explainability, robustness, fairness, privacy, and ethics in group sensing
* Applications in meetings, education, healthcare, robotics, organizational 
settings, and other collaborative environments

Submission Information
We invite authors to submit papers in accordance with the ICMI formats via the 
PCS. Submissions will be peer-reviewed by the workshop committee. The review 
process will be double-blind. 

Important Dates
Paper submission deadline: 17 July 2026
Notification to authors: 27 July 2026
Camera-ready deadline: 2 August 2026
Workshop day: 9 October 2026

Best,
Giovanna Varni
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