How Can We Trust and Control Agentic AI? Toward Alignment, Robustness, and Verifiability in Autonomous LLM Agents

January 27, 2026
Expo, Singapore

About the Workshop

Agentic AI marks a new frontier for artificial intelligence: systems that move beyond static prediction to autonomous reasoning, tool use, and sustained collaboration with humans and society. These agents hold the potential to transform healthcare, education, robotics, and enterprise automation. Realizing this promise requires not only technical advances, but also ensuring that such systems remain aligned with human values, resilient under real-world complexity, and verifiable in ways that inspire lasting trust and effective control.

The AAAI 2026 Workshop on Trust and Control in Agentic AI convenes leading voices from research, industry, and policy to shape this agenda. We invite contributions that advance the principles and practice of alignment, robustness, and verifiability in agentic systems, spanning core algorithms, evaluation methods, institutional frameworks, and governance. By fostering cross-disciplinary dialogue and catalyzing new collaborations, the workshop aims to chart pathways for deploying agentic AI responsibly and at scale, ensuring that its benefits are realized broadly and equitably.

Schedule

8:30am - 8:50am
Informal Coffee Social
8:50am - 9:00am
Introduction and opening remarks
9:00am - 9:30am
Invited Talk 1 and Q&A
9:30am - 10:00am
Invited Talk 2 and Q&A
10:00am - 10:45am
Oral Presentations (15 min × 3)
10:45am - 11:15am
Invited Talk 3 and Q&A
11:15am - 12:00am
NVIDIA-led Hands On session
12:00pm - 1:00pm
Lunch Break
1:00pm - 1:30pm
Invited Talk 4 and Q&A
1:30pm - 2:00pm
Invited Talk 5 and Q&A
2:00pm - 2:45pm
Oral Presentations 15 min × 3
2:45pm - 4:00pm
Poster Session & Coffee Social
4:00pm - 5:00pm
Panel Discussion
5:00pm - 5:20pm
Best Paper Awards & Closing

All times are in Singapore Time (SGT)

Invited Speakers

Yewen (Evan) Pu

Yewen (Evan) Pu

Nanyang Technological University, Singapore

Matthew E. Taylor

Matthew E. Taylor

University of Alberta, Canada

Jiafei Duan

Jiafei Duan

University of Washington, USA

Stefano Albrecht

Stefano Albrecht

University of Edinburgh, Scotland

Chi Zhang

Chi Zhang

Westlake University, China

Organizers

Haiyan Yin

Haiyan Yin

CFAR, A*STAR, Singapore

Joey Tianyi Zhou

Joey Tianyi Zhou

CFAR, A*STAR, Singapore

Sebastian Tschiatschek

Sebastian Tschiatschek

University of Vienna, Austria

Piotr Koniusz

Piotr Koniusz

Data61, CSIRO; Australian National University, Australia

Simon See

Simon See

NVIDIA AI Technology Center, USA

Advisory & Extended Committee

Yew-Soon Ong

Yew-Soon Ong

Advisory Board

Ivor Tsang

Ivor Tsang

Advisory Board

Xu Cong

Xu Cong

Advisory Board

Yueming Lyu

Yueming Lyu

Workflow Chair

NG Aik Beng

NG Aik Beng

Industry Chair

Megani Rajendran

Megani Rajendran

Industry Outreach Committee

Timothy Liu

Timothy Liu

Industry Outreach Committee

Call for Papers

We invite submissions on advancing trust and control in agentic AI, with a focus on alignment, robustness, and verifiability.

  • Trustworthy planning and control in agentic systems
  • Verification and auditable behavior of agentic LLMs
  • Personalized agents and consistent persona modeling
  • Safety-critical embodied agentic AI
  • Human-centric alignment and feedback integration
  • Human oversight and control in agentic workflows
  • Evaluating and benchmarking trust in agentic LLMs
  • Governance, transparency, and accountability frameworks

Submission Requirements:

Submissions must be prepared using the AAAI 2026 template. We accept research papers (novel algorithms, theory, or experiments), position papers (provocative perspectives on agentic AI), and survey papers.

  • Long papers: up to 7 pages of technical content, plus 1 page for references
  • Short papers: up to 4 pages of technical content, plus 1 page for references
Authors may include supplementary material, but reviewers are not required to review it.

Important Dates

Submission Deadline: October 22, 2025
Author Notification: November 05, 2025
Camera Ready Deadline: TBD
Workshop Date: January 27, 2026