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?

December 11-13, 2026

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

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