Overview
Proposed NeurIPS 2026 workshop on human modeling, AI metacognition, and interaction-policy selection.
Human Modeling and Cognitive Alignment in Interactive Agents
Human modeling, AI metacognition, and interaction-policy selection
How should AI understand humans and itself, and decide when to answer, ask, explain, defer, or act?
Workshop Scope
As foundation-model agents become collaborators in real workflows, the central challenge is no longer only whether they can solve a task. It is whether they can understand the human context, recognize the limits of their own knowledge and capabilities, and choose an appropriate way to interact.
CogAlign brings together human modeling, AI metacognition, and interaction policy: how systems infer goals, preferences, uncertainty, trust, cognitive load, and intent; how they judge evidence, risk, and capability boundaries; and how they decide when to answer, ask, explain, retrieve, recommend, teach, defer, or act.
The workshop welcomes methods, evaluations, datasets, systems, and position papers that make human-AI interaction more adaptive, calibrated, and accountable across domains such as education, healthcare, robotics, AI companions, scientific discovery, and recommendation.
Invited Speakers and Panelists
Organizers
University of Maryland
Mohamed bin Zayed University of Artificial Intelligence
University of Washington / Meta AI Research
Abaka AI / 2077AI Foundation
University of Washington
Mohamed bin Zayed University of Artificial Intelligence
Mohamed bin Zayed University of Artificial Intelligence
Call for Papers
We welcome research papers, benchmark papers, datasets, systems papers, position papers, and interdisciplinary studies on human modeling, AI metacognition, and interaction-level decision making in agentic systems.
Submission Format: Main text up to 9 pages, excluding references and appendices. Submissions are double-blind and non-archival.
Review Focus: Relevance, scientific quality, novelty, impact, clarity, and evaluation or reproducibility rigor where appropriate.
Submission Site: TBC
Important Dates
All deadlines are tentative and use midnight AoE.
| Milestone | Date |
|---|---|
| Workshop acceptance notification | July 11, 2026 |
| CFP published on website | July 15, 2026 |
| Submission opens | July 15, 2026 |
| Submission deadline | August 27, 2026 |
| Review assignment | August 28-30, 2026 |
| Review period | August 31-September 20, 2026 |
| Discussion period | September 21-27, 2026 |
| Notification of acceptance | September 29, 2026 |
| Camera-ready deadline | October 27, 2026 |
| Workshop date | December 11-13, 2026 |
Schedule
Tentative one-day program.
| Time | Session |
|---|---|
| 08:50-09:00 | Opening remarks |
| 09:00-10:00 | Two keynote talks |
| 10:00-10:45 | Poster Session 1 and coffee break |
| 10:45-11:45 | Two keynote talks |
| 11:45-13:30 | Lunch break and discussion |
| 13:30-14:30 | Two keynote talks |
| 14:30-15:15 | Poster Session 2 and coffee break |
| 15:15-16:15 | Oral paper session |
| 16:15-17:15 | Panel discussion with invited speakers |
| 17:15-18:00 | Best paper presentation and closing remarks |